Comparing DF1 and DF2

Dataset statistics

	DF1	DF2
Number of variables	29	29
Number of observations	7000	2000
Missing cells	0	0
Missing cells (%)	0.0%	0.0%
Duplicate rows	0	0
Duplicate rows (%)	0.0%	0.0%
Total size in memory	1.5 MiB	428.2 KiB
Average record size in memory	219.1 B	219.2 B

Variable types

	DF1	DF2
Numeric	19	19
Categorical	10	10

Alerts

DF1	DF2
`balance_indicator` is highly imbalanced (54.1%)	`balance_indicator` is highly imbalanced (53.1%)	Imbalance
`balance_salary_ratio` is highly skewed (γ1 = 79.44816936)	Alert not present in this dataset	Skewed
`credit_salary_ratio` is highly skewed (γ1 = 76.20886866)	`credit_salary_ratio` is highly skewed (γ1 = 20.90980362)	Skewed
`estimated_salary` has unique values	`estimated_salary` has unique values	Unique
`customer_value_normalized` has unique values	`customer_value_normalized` has unique values	Unique
`credit_salary_ratio` has unique values	`credit_salary_ratio` has unique values	Unique
`tenure` has 297 (4.2%) zeros	`tenure` has 78 (3.9%) zeros	Zeros
`balance` has 2503 (35.8%) zeros	`balance` has 726 (36.3%) zeros	Zeros
`balance_sqrt` has 2503 (35.8%) zeros	`balance_sqrt` has 726 (36.3%) zeros	Zeros
`age_balance` has 2503 (35.8%) zeros	`age_balance` has 726 (36.3%) zeros	Zeros
`balance_salary_ratio` has 2503 (35.8%) zeros	`balance_salary_ratio` has 726 (36.3%) zeros	Zeros
`tenure_age_ratio` has 297 (4.2%) zeros	`tenure_age_ratio` has 78 (3.9%) zeros	Zeros

Reproduction

	DF1	DF2
Analysis started	2024-04-29 17:05:21.515120	2024-04-29 17:05:38.952029
Analysis finished	2024-04-29 17:05:38.950251	2024-04-29 17:05:55.827054
Duration	17.44 seconds	16.88 seconds
Software version	ydata-profiling vv4.7.0	ydata-profiling vv4.7.0
Download configuration	config.json	config.json

credit_score
Real number (ℝ)

	DF1	DF2
Distinct	450	407
Distinct (%)	6.4%	20.3%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	651.23957	649.634

	DF1	DF2
Minimum	350	350
Maximum	850	850
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	350	350
5-th percentile	489	489
Q1	584	582
median	652	650
Q3	718	718
95-th percentile	812	813
Maximum	850	850
Range	500	500
Interquartile range (IQR)	134	136

Descriptive statistics

	DF1	DF2
Standard deviation	96.686656	96.899467
Coefficient of variation (CV)	0.14846557	0.14916009
Kurtosis	-0.42999216	-0.45064277
Mean	651.23957	649.634
Median Absolute Deviation (MAD)	67	68
Skewness	-0.086413127	-0.040033766
Sum	4558677	1299268
Variance	9348.3094	9389.5068
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
850	159	2.3%
678	47	0.7%
705	39	0.6%
710	37	0.5%
667	37	0.5%
652	37	0.5%
645	36	0.5%
648	36	0.5%
637	35	0.5%
640	35	0.5%
Other values (440)	6502	92.9%

Value	Count	Frequency (%)
850	50	2.5%
655	16	0.8%
633	16	0.8%
683	15	0.8%
651	14	0.7%
554	14	0.7%
670	14	0.7%
678	13	0.7%
663	12	0.6%
660	12	0.6%
Other values (397)	1824	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
350	3	< 0.1%
358	1	< 0.1%
359	1	< 0.1%
363	1	< 0.1%
365	1	< 0.1%
367	1	< 0.1%
373	1	< 0.1%
376	2	< 0.1%
401	1	< 0.1%
404	1	< 0.1%

Value	Count	Frequency (%)
350	1	0.1%
351	1	0.1%
386	1	0.1%
395	1	0.1%
407	1	0.1%
411	1	0.1%
415	1	0.1%
416	3	0.1%
420	1	0.1%
422	1	0.1%

Value	Count	Frequency (%)
350	1	< 0.1%
351	1	< 0.1%
386	1	< 0.1%
395	1	< 0.1%
407	1	< 0.1%
411	1	< 0.1%
415	1	< 0.1%
416	3	< 0.1%
420	1	< 0.1%
422	1	< 0.1%

Value	Count	Frequency (%)
350	3	0.1%
358	1	0.1%
359	1	0.1%
363	1	0.1%
365	1	0.1%
367	1	0.1%
373	1	0.1%
376	2	0.1%
401	1	0.1%
404	1	0.1%

geography
Categorical

	DF1	DF2
Distinct	3	3
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

France	3500
Germany	1755
Spain	1745

France	1021
Germany	504
Spain	475

Length

	DF1	DF2
Max length	7	7
Median length	6.5	6
Mean length	6.0014286	6.0145
Min length	5	5

Characters and Unicode

	DF1	DF2
Total characters	42010	12029
Distinct characters	12	12
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	DF1	DF2
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	DF1	DF2
1st row	Germany	France
2nd row	Germany	Germany
3rd row	Germany	Spain
4th row	Germany	Spain
5th row	Germany	Spain

Common Values

Value	Count	Frequency (%)
France	3500	50.0%
Germany	1755	25.1%
Spain	1745	24.9%

Value	Count	Frequency (%)
France	1021	51.0%
Germany	504	25.2%
Spain	475	23.8%

Length

Histogram of lengths of the category

Common Values (Plot)

DF1

DF2

Value	Count	Frequency (%)
france	3500	50.0%
germany	1755	25.1%
spain	1745	24.9%

Value	Count	Frequency (%)
france	1021	51.0%
germany	504	25.2%
spain	475	23.8%

Most occurring characters

Value	Count	Frequency (%)
a	7000	16.7%
n	7000	16.7%
r	5255	12.5%
e	5255	12.5%
F	3500	8.3%
c	3500	8.3%
G	1755	4.2%
m	1755	4.2%
y	1755	4.2%
S	1745	4.2%
Other values (2)	3490	8.3%

Value	Count	Frequency (%)
a	2000	16.6%
n	2000	16.6%
r	1525	12.7%
e	1525	12.7%
F	1021	8.5%
c	1021	8.5%
G	504	4.2%
m	504	4.2%
y	504	4.2%
S	475	3.9%
Other values (2)	950	7.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	42010	100.0%

Value	Count	Frequency (%)
(unknown)	12029	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
a	7000	16.7%
n	7000	16.7%
r	5255	12.5%
e	5255	12.5%
F	3500	8.3%
c	3500	8.3%
G	1755	4.2%
m	1755	4.2%
y	1755	4.2%
S	1745	4.2%
Other values (2)	3490	8.3%

Value	Count	Frequency (%)
a	2000	16.6%
n	2000	16.6%
r	1525	12.7%
e	1525	12.7%
F	1021	8.5%
c	1021	8.5%
G	504	4.2%
m	504	4.2%
y	504	4.2%
S	475	3.9%
Other values (2)	950	7.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	42010	100.0%

Value	Count	Frequency (%)
(unknown)	12029	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
a	7000	16.7%
n	7000	16.7%
r	5255	12.5%
e	5255	12.5%
F	3500	8.3%
c	3500	8.3%
G	1755	4.2%
m	1755	4.2%
y	1755	4.2%
S	1745	4.2%
Other values (2)	3490	8.3%

Value	Count	Frequency (%)
a	2000	16.6%
n	2000	16.6%
r	1525	12.7%
e	1525	12.7%
F	1021	8.5%
c	1021	8.5%
G	504	4.2%
m	504	4.2%
y	504	4.2%
S	475	3.9%
Other values (2)	950	7.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	42010	100.0%

Value	Count	Frequency (%)
(unknown)	12029	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
a	7000	16.7%
n	7000	16.7%
r	5255	12.5%
e	5255	12.5%
F	3500	8.3%
c	3500	8.3%
G	1755	4.2%
m	1755	4.2%
y	1755	4.2%
S	1745	4.2%
Other values (2)	3490	8.3%

Value	Count	Frequency (%)
a	2000	16.6%
n	2000	16.6%
r	1525	12.7%
e	1525	12.7%
F	1021	8.5%
c	1021	8.5%
G	504	4.2%
m	504	4.2%
y	504	4.2%
S	475	3.9%
Other values (2)	950	7.9%

gender
Categorical

	DF1	DF2
Distinct	2	2
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Male	3850
Female	3150

Male	1070
Female	930

Length

	DF1	DF2
Max length	6	6
Median length	4	4
Mean length	4.9	4.93
Min length	4	4

Characters and Unicode

	DF1	DF2
Total characters	34300	9860
Distinct characters	6	6
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	DF1	DF2
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	DF1	DF2
1st row	Female	Male
2nd row	Male	Male
3rd row	Female	Female
4th row	Male	Male
5th row	Female	Female

Common Values

Value	Count	Frequency (%)
Male	3850	55.0%
Female	3150	45.0%

Value	Count	Frequency (%)
Male	1070	53.5%
Female	930	46.5%

Length

Histogram of lengths of the category

Common Values (Plot)

DF1

DF2

Value	Count	Frequency (%)
male	3850	55.0%
female	3150	45.0%

Value	Count	Frequency (%)
male	1070	53.5%
female	930	46.5%

Most occurring characters

Value	Count	Frequency (%)
e	10150	29.6%
a	7000	20.4%
l	7000	20.4%
M	3850	11.2%
F	3150	9.2%
m	3150	9.2%

Value	Count	Frequency (%)
e	2930	29.7%
a	2000	20.3%
l	2000	20.3%
M	1070	10.9%
F	930	9.4%
m	930	9.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	34300	100.0%

Value	Count	Frequency (%)
(unknown)	9860	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
e	10150	29.6%
a	7000	20.4%
l	7000	20.4%
M	3850	11.2%
F	3150	9.2%
m	3150	9.2%

Value	Count	Frequency (%)
e	2930	29.7%
a	2000	20.3%
l	2000	20.3%
M	1070	10.9%
F	930	9.4%
m	930	9.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	34300	100.0%

Value	Count	Frequency (%)
(unknown)	9860	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
e	10150	29.6%
a	7000	20.4%
l	7000	20.4%
M	3850	11.2%
F	3150	9.2%
m	3150	9.2%

Value	Count	Frequency (%)
e	2930	29.7%
a	2000	20.3%
l	2000	20.3%
M	1070	10.9%
F	930	9.4%
m	930	9.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	34300	100.0%

Value	Count	Frequency (%)
(unknown)	9860	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
e	10150	29.6%
a	7000	20.4%
l	7000	20.4%
M	3850	11.2%
F	3150	9.2%
m	3150	9.2%

Value	Count	Frequency (%)
e	2930	29.7%
a	2000	20.3%
l	2000	20.3%
M	1070	10.9%
F	930	9.4%
m	930	9.4%

age
Real number (ℝ)

	DF1	DF2
Distinct	69	62
Distinct (%)	1.0%	3.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	39.033	38.8225

	DF1	DF2
Minimum	18	18
Maximum	92	85
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	18	18
5-th percentile	25	25
Q1	32	32
median	37	37
Q3	44	44
95-th percentile	60	59.05
Maximum	92	85
Range	74	67
Interquartile range (IQR)	12	12

Descriptive statistics

	DF1	DF2
Standard deviation	10.537907	10.332055
Coefficient of variation (CV)	0.26997431	0.26613576
Kurtosis	1.4722848	1.1127748
Mean	39.033	38.8225
Median Absolute Deviation (MAD)	6	6
Skewness	1.0410561	0.90743236
Sum	273231	77645
Variance	111.04749	106.75137
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37	342	4.9%
38	340	4.9%
35	337	4.8%
40	321	4.6%
36	319	4.6%
34	314	4.5%
33	305	4.4%
39	300	4.3%
31	289	4.1%
32	277	4.0%
Other values (59)	3856	55.1%

Value	Count	Frequency (%)
36	102	5.1%
38	99	5.0%
32	93	4.7%
37	92	4.6%
33	91	4.5%
34	88	4.4%
35	80	4.0%
40	76	3.8%
39	74	3.7%
31	73	3.6%
Other values (52)	1132	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18	15	0.2%
19	17	0.2%
20	27	0.4%
21	33	0.5%
22	53	0.8%
23	67	1.0%
24	88	1.3%
25	107	1.5%
26	138	2.0%
27	151	2.2%

Value	Count	Frequency (%)
18	5	0.2%
19	7	0.4%
20	7	0.4%
21	12	0.6%
22	20	1.0%
23	20	1.0%
24	28	1.4%
25	30	1.5%
26	42	2.1%
27	45	2.2%

Value	Count	Frequency (%)
18	5	0.1%
19	7	0.1%
20	7	0.1%
21	12	0.2%
22	20	0.3%
23	20	0.3%
24	28	0.4%
25	30	0.4%
26	42	0.6%
27	45	0.6%

Value	Count	Frequency (%)
18	15	0.8%
19	17	0.9%
20	27	1.4%
21	33	1.7%
22	53	2.6%
23	67	3.4%
24	88	4.4%
25	107	5.3%
26	138	6.9%
27	151	7.5%

tenure
Real number (ℝ)

	DF1	DF2
Distinct	11	11
Distinct (%)	0.2%	0.5%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	5.0295714	4.9975

	DF1	DF2
Minimum	0	0
Maximum	10	10
Zeros	297	78
Zeros (%)	4.2%	3.9%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	0	0
5-th percentile	1	1
Q1	3	2
median	5	5
Q3	8	7
95-th percentile	9	10
Maximum	10	10
Range	10	10
Interquartile range (IQR)	5	5

Descriptive statistics

	DF1	DF2
Standard deviation	2.906921	2.8743042
Coefficient of variation (CV)	0.57796595	0.57514841
Kurtosis	-1.1768023	-1.1343309
Mean	5.0295714	4.9975
Median Absolute Deviation (MAD)	3	2
Skewness	0.0067025671	0.0020004045
Sum	35207	9995
Variance	8.4501898	8.2616246
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
2	739	10.6%
8	723	10.3%
9	716	10.2%
1	711	10.2%
7	711	10.2%
3	705	10.1%
5	704	10.1%
4	691	9.9%
6	654	9.3%
10	349	5.0%

Value	Count	Frequency (%)
1	226	11.3%
6	220	11.0%
5	212	10.6%
7	209	10.4%
2	201	10.1%
8	201	10.1%
4	193	9.7%
3	183	9.2%
9	175	8.8%
10	102	5.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	297	4.2%
1	711	10.2%
2	739	10.6%
3	705	10.1%
4	691	9.9%
5	704	10.1%
6	654	9.3%
7	711	10.2%
8	723	10.3%
9	716	10.2%

Value	Count	Frequency (%)
0	78	3.9%
1	226	11.3%
2	201	10.1%
3	183	9.2%
4	193	9.7%
5	212	10.6%
6	220	11.0%
7	209	10.4%
8	201	10.1%
9	175	8.8%

Value	Count	Frequency (%)
0	78	1.1%
1	226	3.2%
2	201	2.9%
3	183	2.6%
4	193	2.8%
5	212	3.0%
6	220	3.1%
7	209	3.0%
8	201	2.9%
9	175	2.5%

Value	Count	Frequency (%)
0	297	14.8%
1	711	35.5%
2	739	37.0%
3	705	35.2%
4	691	34.5%
5	704	35.2%
6	654	32.7%
7	711	35.5%
8	723	36.1%
9	716	35.8%

balance
Real number (ℝ)

	DF1	DF2
Distinct	4496	1275
Distinct (%)	64.2%	63.7%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	76766.164	76904.616

	DF1	DF2
Minimum	0	0
Maximum	238387.56	250898.09
Zeros	2503	726
Zeros (%)	35.8%	36.3%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	0	0
5-th percentile	0	0
Q1	0	0
median	97421.94	97431.12
Q3	127762.89	127884.34
95-th percentile	162280.33	163763.95
Maximum	238387.56	250898.09
Range	238387.56	250898.09
Interquartile range (IQR)	127762.89	127884.34

Descriptive statistics

	DF1	DF2
Standard deviation	62175.002	62791.27
Coefficient of variation (CV)	0.80992717	0.81648246
Kurtosis	-1.4844437	-1.4796893
Mean	76766.164	76904.616
Median Absolute Deviation (MAD)	45979.975	47413.805
Skewness	-0.15346302	-0.1391239
Sum	5.3736315 × 10⁸	1.5380923 × 10⁸
Variance	3.8657309 × 10⁹	3.9427436 × 10⁹
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2503	35.8%
130170.82	2	< 0.1%
105473.74	2	< 0.1%
152926.6	1	< 0.1%
148654.84	1	< 0.1%
157498.9	1	< 0.1%
120481.69	1	< 0.1%
140720.93	1	< 0.1%
157228.61	1	< 0.1%
147751.75	1	< 0.1%
Other values (4486)	4486	64.1%

Value	Count	Frequency (%)
0	726	36.3%
109472.47	1	0.1%
62391.22	1	0.1%
128472.8	1	0.1%
97092.87	1	0.1%
127523.75	1	0.1%
116099.82	1	0.1%
153166.17	1	0.1%
120782.7	1	0.1%
119852.01	1	0.1%
Other values (1265)	1265	63.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2503	35.8%
3768.69	1	< 0.1%
12459.19	1	< 0.1%
14262.8	1	< 0.1%
16893.59	1	< 0.1%
23503.31	1	< 0.1%
24043.45	1	< 0.1%
27288.43	1	< 0.1%
27517.15	1	< 0.1%
27755.97	1	< 0.1%

Value	Count	Frequency (%)
0	726	36.3%
37702.79	1	0.1%
38848.19	1	0.1%
40915.55	1	0.1%
44582.07	1	0.1%
45144.43	1	0.1%
45752.78	1	0.1%
46323.57	1	0.1%
46520.69	1	0.1%
47020.65	1	0.1%

Value	Count	Frequency (%)
0	726	10.4%
37702.79	1	< 0.1%
38848.19	1	< 0.1%
40915.55	1	< 0.1%
44582.07	1	< 0.1%
45144.43	1	< 0.1%
45752.78	1	< 0.1%
46323.57	1	< 0.1%
46520.69	1	< 0.1%
47020.65	1	< 0.1%

Value	Count	Frequency (%)
0	2503	125.2%
3768.69	1	0.1%
12459.19	1	0.1%
14262.8	1	0.1%
16893.59	1	0.1%
23503.31	1	0.1%
24043.45	1	0.1%
27288.43	1	0.1%
27517.15	1	0.1%
27755.97	1	0.1%

num_of_products
Categorical

	DF1	DF2
Distinct	4	4
Distinct (%)	0.1%	0.2%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

1	3577
2	3197
3	182
4	44

1	1013
2	918
3	59
4	10

Length

	DF1	DF2
Max length	1	1
Median length	1	1
Mean length	1	1
Min length	1	1

Characters and Unicode

	DF1	DF2
Total characters	7000	2000
Distinct characters	4	4
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	DF1	DF2
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	DF1	DF2
1st row	2	2
2nd row	2	2
3rd row	2	2
4th row	1	2
5th row	1	1

Common Values

Value	Count	Frequency (%)
1	3577	51.1%
2	3197	45.7%
3	182	2.6%
4	44	0.6%

Value	Count	Frequency (%)
1	1013	50.6%
2	918	45.9%
3	59	2.9%
4	10	0.5%

Length

Histogram of lengths of the category

Common Values (Plot)

DF1

DF2

Value	Count	Frequency (%)
1	3577	51.1%
2	3197	45.7%
3	182	2.6%
4	44	0.6%

Value	Count	Frequency (%)
1	1013	50.6%
2	918	45.9%
3	59	2.9%
4	10	0.5%

Most occurring characters

Value	Count	Frequency (%)
1	3577	51.1%
2	3197	45.7%
3	182	2.6%
4	44	0.6%

Value	Count	Frequency (%)
1	1013	50.6%
2	918	45.9%
3	59	2.9%
4	10	0.5%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7000	100.0%

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	3577	51.1%
2	3197	45.7%
3	182	2.6%
4	44	0.6%

Value	Count	Frequency (%)
1	1013	50.6%
2	918	45.9%
3	59	2.9%
4	10	0.5%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7000	100.0%

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	3577	51.1%
2	3197	45.7%
3	182	2.6%
4	44	0.6%

Value	Count	Frequency (%)
1	1013	50.6%
2	918	45.9%
3	59	2.9%
4	10	0.5%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7000	100.0%

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	3577	51.1%
2	3197	45.7%
3	182	2.6%
4	44	0.6%

Value	Count	Frequency (%)
1	1013	50.6%
2	918	45.9%
3	59	2.9%
4	10	0.5%

has_cr_card
Categorical

	DF1	DF2
Distinct	2	2
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

1	4978
0	2022

1	1385
0	615

Length

	DF1	DF2
Max length	1	1
Median length	1	1
Mean length	1	1
Min length	1	1

Characters and Unicode

	DF1	DF2
Total characters	7000	2000
Distinct characters	2	2
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	DF1	DF2
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	DF1	DF2
1st row	0	1
2nd row	0	0
3rd row	1	0
4th row	0	0
5th row	1	1

Common Values

Value	Count	Frequency (%)
1	4978	71.1%
0	2022	28.9%

Value	Count	Frequency (%)
1	1385	69.2%
0	615	30.8%

Length

Histogram of lengths of the category

Common Values (Plot)

DF1

DF2

Value	Count	Frequency (%)
1	4978	71.1%
0	2022	28.9%

Value	Count	Frequency (%)
1	1385	69.2%
0	615	30.8%

Most occurring characters

Value	Count	Frequency (%)
1	4978	71.1%
0	2022	28.9%

Value	Count	Frequency (%)
1	1385	69.2%
0	615	30.8%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7000	100.0%

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	4978	71.1%
0	2022	28.9%

Value	Count	Frequency (%)
1	1385	69.2%
0	615	30.8%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7000	100.0%

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	4978	71.1%
0	2022	28.9%

Value	Count	Frequency (%)
1	1385	69.2%
0	615	30.8%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7000	100.0%

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	4978	71.1%
0	2022	28.9%

Value	Count	Frequency (%)
1	1385	69.2%
0	615	30.8%

is_active_member
Categorical

	DF1	DF2
Distinct	2	2
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

1	3616
0	3384

1	1032
0	968

Length

	DF1	DF2
Max length	1	1
Median length	1	1
Mean length	1	1
Min length	1	1

Characters and Unicode

	DF1	DF2
Total characters	7000	2000
Distinct characters	2	2
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	DF1	DF2
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	DF1	DF2
1st row	1	0
2nd row	1	0
3rd row	0	1
4th row	1	0
5th row	1	1

Common Values

Value	Count	Frequency (%)
1	3616	51.7%
0	3384	48.3%

Value	Count	Frequency (%)
1	1032	51.6%
0	968	48.4%

Length

Histogram of lengths of the category

Common Values (Plot)

DF1

DF2

Value	Count	Frequency (%)
1	3616	51.7%
0	3384	48.3%

Value	Count	Frequency (%)
1	1032	51.6%
0	968	48.4%

Most occurring characters

Value	Count	Frequency (%)
1	3616	51.7%
0	3384	48.3%

Value	Count	Frequency (%)
1	1032	51.6%
0	968	48.4%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	7000	100.0%

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
1	3616	51.7%
0	3384	48.3%

Value	Count	Frequency (%)
1	1032	51.6%
0	968	48.4%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	7000	100.0%

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
1	3616	51.7%
0	3384	48.3%

Value	Count	Frequency (%)
1	1032	51.6%
0	968	48.4%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	7000	100.0%

Value	Count	Frequency (%)
(unknown)	2000	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
1	3616	51.7%
0	3384	48.3%

Value	Count	Frequency (%)
1	1032	51.6%
0	968	48.4%

estimated_salary
Real number (ℝ)

	DF1	DF2
Distinct	7000	2000
Distinct (%)	100.0%	100.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	99760.893	101527.95

	DF1	DF2
Minimum	11.58	96.27
Maximum	199992.48	199929.17
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	11.58	96.27
5-th percentile	9903.3685	9629.446
Q1	50895.31	52042.318
median	99653.25	101927.99
Q3	148312.11	152230.29
95-th percentile	189729.65	190298.64
Maximum	199992.48	199929.17
Range	199980.9	199832.9
Interquartile range (IQR)	97416.798	100187.97

Descriptive statistics

	DF1	DF2
Standard deviation	57251.801	58198.98
Coefficient of variation (CV)	0.57389023	0.5732311
Kurtosis	-1.175156	-1.2073805
Mean	99760.893	101527.95
Median Absolute Deviation (MAD)	48749.97	50029.66
Skewness	0.0027084494	-0.019385085
Sum	6.9832625 × 10⁸	2.0305591 × 10⁸
Variance	3.2777688 × 10⁹	3.3871213 × 10⁹
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
116548.02	1	< 0.1%
117034.32	1	< 0.1%
155485.24	1	< 0.1%
28805.09	1	< 0.1%
82276.62	1	< 0.1%
50046.25	1	< 0.1%
94875.03	1	< 0.1%
36221.18	1	< 0.1%
152108.47	1	< 0.1%
124382.9	1	< 0.1%
Other values (6990)	6990	99.9%

Value	Count	Frequency (%)
94283.09	1	0.1%
27619.06	1	0.1%
192434.11	1	0.1%
186476.91	1	0.1%
81313.51	1	0.1%
74771.22	1	0.1%
191417.42	1	0.1%
148087.62	1	0.1%
93261.69	1	0.1%
63940.68	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.58	1	< 0.1%
90.07	1	< 0.1%
91.75	1	< 0.1%
106.67	1	< 0.1%
123.07	1	< 0.1%
143.34	1	< 0.1%
178.19	1	< 0.1%
247.36	1	< 0.1%
343.38	1	< 0.1%
371.05	1	< 0.1%

Value	Count	Frequency (%)
96.27	1	0.1%
142.81	1	0.1%
216.27	1	0.1%
236.45	1	0.1%
287.99	1	0.1%
332.81	1	0.1%
428.23	1	0.1%
502.7	1	0.1%
600.36	1	0.1%
667.66	1	0.1%

Value	Count	Frequency (%)
96.27	1	< 0.1%
142.81	1	< 0.1%
216.27	1	< 0.1%
236.45	1	< 0.1%
287.99	1	< 0.1%
332.81	1	< 0.1%
428.23	1	< 0.1%
502.7	1	< 0.1%
600.36	1	< 0.1%
667.66	1	< 0.1%

Value	Count	Frequency (%)
11.58	1	0.1%
90.07	1	0.1%
91.75	1	0.1%
106.67	1	0.1%
123.07	1	0.1%
143.34	1	0.1%
178.19	1	0.1%
247.36	1	0.1%
343.38	1	0.1%
371.05	1	0.1%

age_squared
Real number (ℝ)

	DF1	DF2
Distinct	69	62
Distinct (%)	1.0%	3.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	1634.6067	1613.8845

	DF1	DF2
Minimum	324	324
Maximum	8464	7225
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	324	324
5-th percentile	625	625
Q1	1024	1024
median	1369	1369
Q3	1936	1936
95-th percentile	3600	3486.95
Maximum	8464	7225
Range	8140	6901
Interquartile range (IQR)	912	912

Descriptive statistics

	DF1	DF2
Standard deviation	953.78172	913.36444
Coefficient of variation (CV)	0.58349309	0.56594164
Kurtosis	5.0250023	4.1440543
Mean	1634.6067	1613.8845
Median Absolute Deviation (MAD)	408	408
Skewness	1.9294882	1.756241
Sum	11442247	3227769
Variance	909699.57	834234.59
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1369	342	4.9%
1444	340	4.9%
1225	337	4.8%
1600	321	4.6%
1296	319	4.6%
1156	314	4.5%
1089	305	4.4%
1521	300	4.3%
961	289	4.1%
1024	277	4.0%
Other values (59)	3856	55.1%

Value	Count	Frequency (%)
1296	102	5.1%
1444	99	5.0%
1024	93	4.7%
1369	92	4.6%
1089	91	4.5%
1156	88	4.4%
1225	80	4.0%
1600	76	3.8%
1521	74	3.7%
961	73	3.6%
Other values (52)	1132	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
324	15	0.2%
361	17	0.2%
400	27	0.4%
441	33	0.5%
484	53	0.8%
529	67	1.0%
576	88	1.3%
625	107	1.5%
676	138	2.0%
729	151	2.2%

Value	Count	Frequency (%)
324	5	0.2%
361	7	0.4%
400	7	0.4%
441	12	0.6%
484	20	1.0%
529	20	1.0%
576	28	1.4%
625	30	1.5%
676	42	2.1%
729	45	2.2%

Value	Count	Frequency (%)
324	5	0.1%
361	7	0.1%
400	7	0.1%
441	12	0.2%
484	20	0.3%
529	20	0.3%
576	28	0.4%
625	30	0.4%
676	42	0.6%
729	45	0.6%

Value	Count	Frequency (%)
324	15	0.8%
361	17	0.9%
400	27	1.4%
441	33	1.7%
484	53	2.6%
529	67	3.4%
576	88	4.4%
625	107	5.3%
676	138	6.9%
729	151	7.5%

balance_sqrt
Real number (ℝ)

	DF1	DF2
Distinct	4496	1275
Distinct (%)	64.2%	63.7%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	220.15025	219.5452

	DF1	DF2
Minimum	0	0
Maximum	488.24949	500.89728
Zeros	2503	726
Zeros (%)	35.8%	36.3%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	0	0
5-th percentile	0	0
Q1	0	0
median	312.12488	312.13958
Q3	357.43935	357.6092
95-th percentile	402.84033	404.67758
Maximum	488.24949	500.89728
Range	488.24949	500.89728
Interquartile range (IQR)	357.43935	357.6092

Descriptive statistics

	DF1	DF2
Standard deviation	168.23814	169.46646
Coefficient of variation (CV)	0.76419691	0.77189785
Kurtosis	-1.6278862	-1.647571
Mean	220.15025	219.5452
Median Absolute Deviation (MAD)	68.244166	69.781781
Skewness	-0.45794452	-0.44164774
Sum	1541051.8	439090.39
Variance	28304.073	28718.883
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2503	35.8%
360.7919345	2	< 0.1%
324.7672089	2	< 0.1%
391.0583077	1	< 0.1%
385.5578296	1	< 0.1%
396.8613108	1	< 0.1%
347.1047248	1	< 0.1%
375.1278849	1	< 0.1%
396.52063	1	< 0.1%
384.3848982	1	< 0.1%
Other values (4486)	4486	64.1%

Value	Count	Frequency (%)
0	726	36.3%
330.8662419	1	0.1%
249.7823453	1	0.1%
358.4310254	1	0.1%
311.5972882	1	0.1%
357.1046765	1	0.1%
340.7342366	1	0.1%
391.3644976	1	0.1%
347.5380555	1	0.1%
346.1964905	1	0.1%
Other values (1265)	1265	63.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2503	35.8%
61.38965711	1	< 0.1%
111.6207418	1	< 0.1%
119.4269651	1	< 0.1%
129.9753438	1	< 0.1%
153.3078928	1	< 0.1%
155.0595047	1	< 0.1%
165.1921003	1	< 0.1%
165.8829407	1	< 0.1%
166.6012305	1	< 0.1%

Value	Count	Frequency (%)
0	726	36.3%
194.1720629	1	0.1%
197.0994419	1	0.1%
202.2759254	1	0.1%
211.144666	1	0.1%
212.4721864	1	0.1%
213.8989949	1	0.1%
215.2291105	1	0.1%
215.686555	1	0.1%
216.8424543	1	0.1%

Value	Count	Frequency (%)
0	726	10.4%
194.1720629	1	< 0.1%
197.0994419	1	< 0.1%
202.2759254	1	< 0.1%
211.144666	1	< 0.1%
212.4721864	1	< 0.1%
213.8989949	1	< 0.1%
215.2291105	1	< 0.1%
215.686555	1	< 0.1%
216.8424543	1	< 0.1%

Value	Count	Frequency (%)
0	2503	125.2%
61.38965711	1	0.1%
111.6207418	1	0.1%
119.4269651	1	0.1%
129.9753438	1	0.1%
153.3078928	1	0.1%
155.0595047	1	0.1%
165.1921003	1	0.1%
165.8829407	1	0.1%
166.6012305	1	0.1%

log_credit_score
Real number (ℝ)

	DF1	DF2
Distinct	450	407
Distinct (%)	6.4%	20.3%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	6.467421	6.4649044

	DF1	DF2
Minimum	5.8579332	5.8579332
Maximum	6.7452363	6.7452363
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	5.8579332	5.8579332
5-th percentile	6.1923625	6.1923625
Q1	6.369901	6.3664704
median	6.4800446	6.4769724
Q3	6.5764696	6.5764696
95-th percentile	6.6995003	6.7007311
Maximum	6.7452363	6.7452363
Range	0.8873032	0.8873032
Interquartile range (IQR)	0.20656859	0.20999912

Descriptive statistics

	DF1	DF2
Standard deviation	0.15321895	0.15337975
Coefficient of variation (CV)	0.023690889	0.023724983
Kurtosis	-0.020372932	-0.077132742
Mean	6.467421	6.4649044
Median Absolute Deviation (MAD)	0.10198058	0.10365967
Skewness	-0.46675066	-0.41722623
Sum	45271.947	12929.809
Variance	0.023476047	0.023525347
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.745236349	159	2.3%
6.519147288	47	0.7%
6.558197803	39	0.6%
6.56526497	37	0.5%
6.502790046	37	0.5%
6.480044562	37	0.5%
6.469250317	36	0.5%
6.473890696	36	0.5%
6.456769656	35	0.5%
6.461468176	35	0.5%
Other values (440)	6502	92.9%

Value	Count	Frequency (%)
6.745236349	50	2.5%
6.484635236	16	0.8%
6.450470422	16	0.8%
6.52649486	15	0.8%
6.478509642	14	0.7%
6.317164687	14	0.7%
6.507277712	14	0.7%
6.519147288	13	0.7%
6.49677499	12	0.6%
6.492239835	12	0.6%
Other values (397)	1824	91.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.857933154	3	< 0.1%
5.880532986	1	< 0.1%
5.883322388	1	< 0.1%
5.894402834	1	< 0.1%
5.899897354	1	< 0.1%
5.905361848	1	< 0.1%
5.92157842	1	< 0.1%
5.929589143	2	< 0.1%
5.993961427	1	< 0.1%
6.001414878	1	< 0.1%

Value	Count	Frequency (%)
5.857933154	1	0.1%
5.860786223	1	0.1%
5.955837369	1	0.1%
5.978885765	1	0.1%
6.008813185	1	0.1%
6.018593214	1	0.1%
6.02827852	1	0.1%
6.03068526	3	0.1%
6.040254711	1	0.1%
6.045005314	1	0.1%

Value	Count	Frequency (%)
5.857933154	1	< 0.1%
5.860786223	1	< 0.1%
5.955837369	1	< 0.1%
5.978885765	1	< 0.1%
6.008813185	1	< 0.1%
6.018593214	1	< 0.1%
6.02827852	1	< 0.1%
6.03068526	3	< 0.1%
6.040254711	1	< 0.1%
6.045005314	1	< 0.1%

Value	Count	Frequency (%)
5.857933154	3	0.1%
5.880532986	1	0.1%
5.883322388	1	0.1%
5.894402834	1	0.1%
5.899897354	1	0.1%
5.905361848	1	0.1%
5.92157842	1	0.1%
5.929589143	2	0.1%
5.993961427	1	0.1%
6.001414878	1	0.1%

credit_score_num_of_products
Real number (ℝ)

	DF1	DF2
Distinct	1017	761
Distinct (%)	14.5%	38.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	995.03243	997.491

	DF1	DF2
Minimum	350	350
Maximum	3400	3388
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	350	350
5-th percentile	520	521
Q1	650	648
median	850	850
Q3	1316	1320
95-th percentile	1622	1662.1
Maximum	3400	3388
Range	3050	3038
Interquartile range (IQR)	666	672

Descriptive statistics

	DF1	DF2
Standard deviation	410.78181	415.66819
Coefficient of variation (CV)	0.41283258	0.41671373
Kurtosis	1.1566989	1.1166481
Mean	995.03243	997.491
Median Absolute Deviation (MAD)	288	284
Skewness	0.90106661	0.91152712
Sum	6965227	1994982
Variance	168741.69	172780.05
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
850	96	1.4%
1700	63	0.9%
678	26	0.4%
682	24	0.3%
640	23	0.3%
637	22	0.3%
632	21	0.3%
1304	21	0.3%
1356	21	0.3%
676	20	0.3%
Other values (1007)	6663	95.2%

Value	Count	Frequency (%)
1700	30	1.5%
850	18	0.9%
1356	9	0.4%
1366	9	0.4%
621	9	0.4%
569	8	0.4%
1266	8	0.4%
670	8	0.4%
674	8	0.4%
1310	8	0.4%
Other values (751)	1885	94.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
350	2	< 0.1%
359	1	< 0.1%
365	1	< 0.1%
367	1	< 0.1%
373	1	< 0.1%
376	1	< 0.1%
401	1	< 0.1%
404	1	< 0.1%
405	1	< 0.1%
410	2	< 0.1%

Value	Count	Frequency (%)
350	1	0.1%
351	1	0.1%
386	1	0.1%
395	1	0.1%
407	1	0.1%
411	1	0.1%
415	1	0.1%
416	1	0.1%
422	1	0.1%
428	1	0.1%

Value	Count	Frequency (%)
350	1	< 0.1%
351	1	< 0.1%
386	1	< 0.1%
395	1	< 0.1%
407	1	< 0.1%
411	1	< 0.1%
415	1	< 0.1%
416	1	< 0.1%
422	1	< 0.1%
428	1	< 0.1%

Value	Count	Frequency (%)
350	2	0.1%
359	1	0.1%
365	1	0.1%
367	1	0.1%
373	1	0.1%
376	1	0.1%
401	1	0.1%
404	1	0.1%
405	1	0.1%
410	2	0.1%

age_balance
Real number (ℝ)

	DF1	DF2
Distinct	4498	1275
Distinct (%)	64.3%	63.7%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	3012420.6	2998205.4

	DF1	DF2
Minimum	0	0
Maximum	13796953	11946143
Zeros	2503	726
Zeros (%)	35.8%	36.3%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	0	0
5-th percentile	0	0
Q1	0	0
median	3366175.5	3455230.8
Q3	4921123.9	4886729
95-th percentile	7314968.2	7217582.3
Maximum	13796953	11946143
Range	13796953	11946143
Interquartile range (IQR)	4921123.9	4886729

Descriptive statistics

	DF1	DF2
Standard deviation	2647210.7	2626962.1
Coefficient of variation (CV)	0.87876529	0.87617816
Kurtosis	-0.64606154	-0.84466152
Mean	3012420.6	2998205.4
Median Absolute Deviation (MAD)	2472185.2	2369925.7
Skewness	0.33506615	0.27183429
Sum	2.1086944 × 10¹⁰	5.9964109 × 10⁹
Variance	7.0077244 × 10¹²	6.90093 × 10¹²
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2503	35.8%
7567577.05	1	< 0.1%
4740724.6	1	< 0.1%
4310990.36	1	< 0.1%
6614953.8	1	< 0.1%
5180712.67	1	< 0.1%
4080906.97	1	< 0.1%
3930715.25	1	< 0.1%
8865105	1	< 0.1%
7403445.98	1	< 0.1%
Other values (4488)	4488	64.1%

Value	Count	Frequency (%)
0	726	36.3%
5254678.56	1	0.1%
3805864.42	1	0.1%
7194476.8	1	0.1%
4757550.63	1	0.1%
5228473.75	1	0.1%
2438096.22	1	0.1%
5820314.46	1	0.1%
5797569.6	1	0.1%
5393340.45	1	0.1%
Other values (1265)	1265	63.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2503	35.8%
150747.6	1	< 0.1%
499198	1	< 0.1%
573122.74	1	< 0.1%
709530.78	1	< 0.1%
750575.49	1	< 0.1%
804923.13	1	< 0.1%
829147.68	1	< 0.1%
965392.8	1	< 0.1%
965929.2	1	< 0.1%

Value	Count	Frequency (%)
0	726	36.3%
1268382.05	1	0.1%
1329022.76	1	0.1%
1391114.25	1	0.1%
1462633.04	1	0.1%
1476231.22	1	0.1%
1485505.28	1	0.1%
1545814.39	1	0.1%
1562073.75	1	0.1%
1586407.09	1	0.1%

Value	Count	Frequency (%)
0	726	10.4%
1268382.05	1	< 0.1%
1329022.76	1	< 0.1%
1391114.25	1	< 0.1%
1462633.04	1	< 0.1%
1476231.22	1	< 0.1%
1485505.28	1	< 0.1%
1545814.39	1	< 0.1%
1562073.75	1	< 0.1%
1586407.09	1	< 0.1%

Value	Count	Frequency (%)
0	2503	125.2%
150747.6	1	0.1%
499198	1	0.1%
573122.74	1	0.1%
709530.78	1	0.1%
750575.49	1	0.1%
804923.13	1	0.1%
829147.68	1	0.1%
965392.8	1	0.1%
965929.2	1	0.1%

engagement_score
Real number (ℝ)

	DF1	DF2
Distinct	14	14
Distinct (%)	0.2%	0.7%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.77714286	0.77235

	DF1	DF2
Minimum	0.2	0.2
Maximum	1.6	1.6
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	0.2	0.2
5-th percentile	0.2	0.2
Q1	0.5	0.5
median	0.7	0.7
Q3	1	1
95-th percentile	1.2	1.2
Maximum	1.6	1.6
Range	1.4	1.4
Interquartile range (IQR)	0.5	0.5

Descriptive statistics

	DF1	DF2
Standard deviation	0.30767272	0.30446153
Coefficient of variation (CV)	0.3959024	0.39420151
Kurtosis	-0.93332288	-0.90326565
Mean	0.77714286	0.77235
Median Absolute Deviation (MAD)	0.3	0.2
Skewness	-0.07934171	-0.054009501
Sum	5440	1544.7
Variance	0.094662503	0.092696826
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0.7	1600	22.9%
0.5	1268	18.1%
1	1266	18.1%
1.2	1223	17.5%
0.2	499	7.1%
0.9	484	6.9%
0.4	434	6.2%
0.9	80	1.1%
1.4	57	0.8%
1.1	36	0.5%
Other values (4)	53	0.8%

Value	Count	Frequency (%)
0.7	466	23.3%
0.5	362	18.1%
1	346	17.3%
1.2	334	16.7%
0.9	156	7.8%
0.2	139	7.0%
0.4	128	6.4%
0.9	20	1.0%
1.4	15	0.8%
0.6	14	0.7%
Other values (4)	20	1.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2	499	7.1%
0.4	434	6.2%
0.5	1268	18.1%
0.6	24	0.3%
0.7	1600	22.9%
0.8	8	0.1%
0.9	484	6.9%
0.9	80	1.1%
1	1266	18.1%
1.1	36	0.5%

Value	Count	Frequency (%)
0.2	139	7.0%
0.4	128	6.4%
0.5	362	18.1%
0.6	14	0.7%
0.7	466	23.3%
0.8	1	0.1%
0.9	156	7.8%
0.9	20	1.0%
1	346	17.3%
1.1	14	0.7%

Value	Count	Frequency (%)
0.2	139	2.0%
0.4	128	1.8%
0.5	362	5.2%
0.6	14	0.2%
0.7	466	6.7%
0.8	1	< 0.1%
0.9	156	2.2%
0.9	20	0.3%
1	346	4.9%
1.1	14	0.2%

Value	Count	Frequency (%)
0.2	499	24.9%
0.4	434	21.7%
0.5	1268	63.4%
0.6	24	1.2%
0.7	1600	80.0%
0.8	8	0.4%
0.9	484	24.2%
0.9	80	4.0%
1	1266	63.3%
1.1	36	1.8%

customer_value_normalized
Real number (ℝ)

	DF1	DF2
Distinct	7000	2000
Distinct (%)	100.0%	100.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	1.2027386	1.197587

	DF1	DF2
Minimum	0.25053337	0.25345542
Maximum	2.5375859	2.3276345
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	0.25053337	0.25345542
5-th percentile	0.56935022	0.57264544
Q1	0.92172949	0.91463852
median	1.199899	1.1928979
Q3	1.475621	1.4656813
95-th percentile	1.8458169	1.8412474
Maximum	2.5375859	2.3276345
Range	2.2870525	2.0741791
Interquartile range (IQR)	0.55389152	0.55104274

Descriptive statistics

	DF1	DF2
Standard deviation	0.38943458	0.38603944
Coefficient of variation (CV)	0.32378987	0.32234773
Kurtosis	-0.389514	-0.46498492
Mean	1.2027386	1.197587
Median Absolute Deviation (MAD)	0.27670984	0.27548181
Skewness	0.08197722	0.075895436
Sum	8419.1702	2395.1739
Variance	0.15165929	0.14902645
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.659941081	1	< 0.1%
1.085193603	1	< 0.1%
1.277455432	1	< 0.1%
1.267615586	1	< 0.1%
1.322082792	1	< 0.1%
0.750240659	1	< 0.1%
1.229795576	1	< 0.1%
1.02141587	1	< 0.1%
1.010570947	1	< 0.1%
1.781488283	1	< 0.1%
Other values (6990)	6990	99.9%

Value	Count	Frequency (%)
0.9715824609	1	0.1%
1.107916034	1	0.1%
1.461182986	1	0.1%
1.694766597	1	0.1%
0.9067115869	1	0.1%
1.010969852	1	0.1%
1.715695287	1	0.1%
1.453437381	1	0.1%
1.326945298	1	0.1%
1.051218096	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.2505333701	1	< 0.1%
0.2508909835	1	< 0.1%
0.2529130595	1	< 0.1%
0.2535260326	1	< 0.1%
0.2540354517	1	< 0.1%
0.2547222276	1	< 0.1%
0.2563143874	1	< 0.1%
0.2636990651	1	< 0.1%
0.2670441409	1	< 0.1%
0.2687053533	1	< 0.1%

Value	Count	Frequency (%)
0.2534554237	1	0.1%
0.2535337515	1	0.1%
0.2552535105	1	0.1%
0.2628050849	1	0.1%
0.2687516409	1	0.1%
0.2743172119	1	0.1%
0.2770532809	1	0.1%
0.2883472307	1	0.1%
0.2949296618	1	0.1%
0.3001916254	1	0.1%

Value	Count	Frequency (%)
0.2534554237	1	< 0.1%
0.2535337515	1	< 0.1%
0.2552535105	1	< 0.1%
0.2628050849	1	< 0.1%
0.2687516409	1	< 0.1%
0.2743172119	1	< 0.1%
0.2770532809	1	< 0.1%
0.2883472307	1	< 0.1%
0.2949296618	1	< 0.1%
0.3001916254	1	< 0.1%

Value	Count	Frequency (%)
0.2505333701	1	0.1%
0.2508909835	1	0.1%
0.2529130595	1	0.1%
0.2535260326	1	0.1%
0.2540354517	1	0.1%
0.2547222276	1	0.1%
0.2563143874	1	0.1%
0.2636990651	1	0.1%
0.2670441409	1	0.1%
0.2687053533	1	0.1%

product_density
Real number (ℝ)

	DF1	DF2
Distinct	4500	1278
Distinct (%)	64.3%	63.9%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	638142.86	646000

	DF1	DF2
Minimum	4.1948498 × 10^-6	4.6916154 × 10^-6
Maximum	4000000	4000000
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	4.1948498 × 10^-6	4.6916154 × 10^-6
5-th percentile	6.4993284 × 10^-6	6.4329992 × 10^-6
Q1	8.8615179 × 10^-6	8.901386 × 10^-6
median	1.6330692 × 10^-5	1.6236267 × 10^-5
Q3	2000000	2000000
95-th percentile	2000000	2000000
Maximum	4000000	4000000
Range	4000000	4000000
Interquartile range (IQR)	2000000	2000000

Descriptive statistics

	DF1	DF2
Standard deviation	905951.48	904484.96
Coefficient of variation (CV)	1.4196688	1.4001315
Kurtosis	-0.77815576	-0.96291425
Mean	638142.86	646000
Median Absolute Deviation (MAD)	9.1101498 × 10^-6	9.0888596 × 10^-6
Skewness	0.90465887	0.85368883
Sum	4.467 × 10⁹	1.292 × 10⁹
Variance	8.2074809 × 10¹¹	8.1809305 × 10¹¹
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2000000	1800	25.7%
1000000	627	9.0%
3000000	64	0.9%
4000000	12	0.2%
9.481032909 × 10^-6	2	< 0.1%
1.453569607 × 10^-5	1	< 0.1%
6.349250693 × 10^-6	1	< 0.1%
8.300016376 × 10^-6	1	< 0.1%
7.106263439 × 10^-6	1	< 0.1%
1.272033124 × 10^-5	1	< 0.1%
Other values (4490)	4490	64.1%

Value	Count	Frequency (%)
2000000	523	26.2%
1000000	182	9.1%
3000000	20	1.0%
9.134716701 × 10^-6	1	0.1%
1.602789623 × 10^-5	1	0.1%
7.783748778 × 10^-6	1	0.1%
1.029941745 × 10^-5	1	0.1%
7.84167655 × 10^-6	1	0.1%
8.613277781 × 10^-6	1	0.1%
6.528856862 × 10^-6	1	0.1%
Other values (1268)	1268	63.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.194849765 × 10^-6	1	< 0.1%
4.49908068 × 10^-6	1	< 0.1%
4.514004247 × 10^-6	1	< 0.1%
4.627275717 × 10^-6	1	< 0.1%
4.701612846 × 10^-6	1	< 0.1%
4.710004327 × 10^-6	1	< 0.1%
4.722008066 × 10^-6	1	< 0.1%
4.773492757 × 10^-6	1	< 0.1%
4.803869305 × 10^-6	1	< 0.1%
4.855264563 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
4.691615426 × 10^-6	1	0.1%
4.701538795 × 10^-6	1	0.1%
4.838777967 × 10^-6	1	0.1%
4.846613175 × 10^-6	1	0.1%
5.140524989 × 10^-6	1	0.1%
5.177970738 × 10^-6	1	0.1%
5.197289904 × 10^-6	1	0.1%
5.214426336 × 10^-6	1	0.1%
5.24743685 × 10^-6	1	0.1%
5.261315327 × 10^-6	1	0.1%

Value	Count	Frequency (%)
4.691615426 × 10^-6	1	< 0.1%
4.701538795 × 10^-6	1	< 0.1%
4.838777967 × 10^-6	1	< 0.1%
4.846613175 × 10^-6	1	< 0.1%
5.140524989 × 10^-6	1	< 0.1%
5.177970738 × 10^-6	1	< 0.1%
5.197289904 × 10^-6	1	< 0.1%
5.214426336 × 10^-6	1	< 0.1%
5.24743685 × 10^-6	1	< 0.1%
5.261315327 × 10^-6	1	< 0.1%

Value	Count	Frequency (%)
4.194849765 × 10^-6	1	0.1%
4.49908068 × 10^-6	1	0.1%
4.514004247 × 10^-6	1	0.1%
4.627275717 × 10^-6	1	0.1%
4.701612846 × 10^-6	1	0.1%
4.710004327 × 10^-6	1	0.1%
4.722008066 × 10^-6	1	0.1%
4.773492757 × 10^-6	1	0.1%
4.803869305 × 10^-6	1	0.1%
4.855264563 × 10^-6	1	0.1%

balance_salary_ratio
Real number (ℝ)

	DF1	DF2
Distinct	4498	1275
Distinct (%)	64.3%	63.7%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	4.4616606	2.5059504

	DF1	DF2
Minimum	0	0
Maximum	10614.655	437.98084
Zeros	2503	726
Zeros (%)	35.8%	36.3%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	0	0
5-th percentile	0	0
Q1	0	0
median	0.75523955	0.74294631
Q3	1.5158796	1.5214014
95-th percentile	7.1034608	6.924535
Maximum	10614.655	437.98084
Range	10614.655	437.98084
Interquartile range (IQR)	1.5158796	1.5214014

Descriptive statistics

	DF1	DF2
Standard deviation	129.16404	15.176226
Coefficient of variation (CV)	28.949767	6.0560758
Kurtosis	6510.1802	460.14466
Mean	4.4616606	2.5059504
Median Absolute Deviation (MAD)	0.75523955	0.74294631
Skewness	79.448169	19.56743
Sum	31231.624	5011.9008
Variance	16683.348	230.31782
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	2503	35.8%
1.180563256	1	< 0.1%
3.004457179	1	< 0.1%
5.160714304	1	< 0.1%
1.914260698	1	< 0.1%
1.269898834	1	< 0.1%
3.885045435	1	< 0.1%
1.264069338	1	< 0.1%
1.675075199	1	< 0.1%
10.81682866	1	< 0.1%
Other values (4488)	4488	64.1%

Value	Count	Frequency (%)
0	726	36.3%
0.6956886263	1	0.1%
0.3242212101	1	0.1%
0.6889474949	1	0.1%
1.298532644	1	0.1%
0.6662076524	1	0.1%
0.7839940975	1	0.1%
1.642326769	1	0.1%
1.888980536	1	0.1%
1.622824862	1	0.1%
Other values (1265)	1265	63.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	2503	35.8%
0.02128418881	1	< 0.1%
0.07946553593	1	< 0.1%
0.1383670781	1	< 0.1%
0.1416141163	1	< 0.1%
0.1809964844	1	< 0.1%
0.1875142498	1	< 0.1%
0.2009926374	1	< 0.1%
0.2053787413	1	< 0.1%
0.2150868188	1	< 0.1%

Value	Count	Frequency (%)
0	726	36.3%
0.1925817779	1	0.1%
0.2618388929	1	0.1%
0.268163615	1	0.1%
0.295163969	1	0.1%
0.3086059021	1	0.1%
0.3087132841	1	0.1%
0.3162846396	1	0.1%
0.3220743842	1	0.1%
0.3241764136	1	0.1%

Value	Count	Frequency (%)
0	726	10.4%
0.1925817779	1	< 0.1%
0.2618388929	1	< 0.1%
0.268163615	1	< 0.1%
0.295163969	1	< 0.1%
0.3086059021	1	< 0.1%
0.3087132841	1	< 0.1%
0.3162846396	1	< 0.1%
0.3220743842	1	< 0.1%
0.3241764136	1	< 0.1%

Value	Count	Frequency (%)
0	2503	125.2%
0.02128418881	1	0.1%
0.07946553593	1	0.1%
0.1383670781	1	0.1%
0.1416141163	1	0.1%
0.1809964844	1	0.1%
0.1875142498	1	0.1%
0.2009926374	1	0.1%
0.2053787413	1	0.1%
0.2150868188	1	0.1%

credit_score_age_ratio
Real number (ℝ)

	DF1	DF2
Distinct	4800	1751
Distinct (%)	68.6%	87.5%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	17.835554	17.882988

	DF1	DF2
Minimum	5.8295455	6.1578947
Maximum	46.888889	44.777778
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	5.8295455	6.1578947
5-th percentile	10.183904	10.265987
Q1	14.079737	14.110714
median	17.275	17.211111
Q3	20.900806	21.027215
95-th percentile	27.419355	27.798237
Maximum	46.888889	44.777778
Range	41.059343	38.619883
Interquartile range (IQR)	6.8210696	6.9165004

Descriptive statistics

	DF1	DF2
Standard deviation	5.338648	5.3806327
Coefficient of variation (CV)	0.29932616	0.30087995
Kurtosis	1.0559263	0.95076304
Mean	17.835554	17.882988
Median Absolute Deviation (MAD)	3.3849034	3.3643054
Skewness	0.75575422	0.7828046
Sum	124848.88	35765.977
Variance	28.501163	28.951208
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
17	17	0.2%
20	17	0.2%
22	14	0.2%
16	13	0.2%
25	13	0.2%
21.25	13	0.2%
14	12	0.2%
18.5	12	0.2%
13	12	0.2%
19	12	0.2%
Other values (4790)	6865	98.1%

Value	Count	Frequency (%)
17	6	0.3%
16	6	0.3%
14.25	5	0.2%
18	5	0.2%
17.7027027	4	0.2%
21.5	4	0.2%
20.3030303	4	0.2%
23.61111111	4	0.2%
26.5625	4	0.2%
17.33333333	4	0.2%
Other values (1741)	1954	97.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.829545455	1	< 0.1%
5.833333333	1	< 0.1%
6.112676056	1	< 0.1%
6.22972973	1	< 0.1%
6.392857143	1	< 0.1%
6.821917808	1	< 0.1%
6.826666667	1	< 0.1%
6.841269841	1	< 0.1%
6.862745098	1	< 0.1%
6.884615385	1	< 0.1%

Value	Count	Frequency (%)
6.157894737	1	0.1%
6.651515152	1	0.1%
6.766233766	1	0.1%
6.813333333	1	0.1%
6.819444444	1	0.1%
6.898550725	1	0.1%
6.903225806	1	0.1%
7.283018868	1	0.1%
7.3	1	0.1%
7.814814815	1	0.1%

Value	Count	Frequency (%)
6.157894737	1	< 0.1%
6.651515152	1	< 0.1%
6.766233766	1	< 0.1%
6.813333333	1	< 0.1%
6.819444444	1	< 0.1%
6.898550725	1	< 0.1%
6.903225806	1	< 0.1%
7.283018868	1	< 0.1%
7.3	1	< 0.1%
7.814814815	1	< 0.1%

Value	Count	Frequency (%)
5.829545455	1	0.1%
5.833333333	1	0.1%
6.112676056	1	0.1%
6.22972973	1	0.1%
6.392857143	1	0.1%
6.821917808	1	0.1%
6.826666667	1	0.1%
6.841269841	1	0.1%
6.862745098	1	0.1%
6.884615385	1	0.1%

tenure_age_ratio
Real number (ℝ)

	DF1	DF2
Distinct	401	323
Distinct (%)	5.7%	16.2%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.1378358	0.13843236

	DF1	DF2
Minimum	0	0
Maximum	0.55555556	0.47368421
Zeros	297	78
Zeros (%)	4.2%	3.9%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	0	0
5-th percentile	0.017241379	0.018867925
Q1	0.064516129	0.0625
median	0.12903226	0.13157895
Q3	0.2	0.2
95-th percentile	0.29166667	0.3
Maximum	0.55555556	0.47368421
Range	0.55555556	0.47368421
Interquartile range (IQR)	0.13548387	0.1375

Descriptive statistics

	DF1	DF2
Standard deviation	0.089228434	0.090599974
Coefficient of variation (CV)	0.64735312	0.65447107
Kurtosis	-0.059929341	-0.070866567
Mean	0.1378358	0.13843236
Median Absolute Deviation (MAD)	0.066619916	0.068421053
Skewness	0.55128584	0.57593009
Sum	964.85058	276.86472
Variance	0.0079617133	0.0082083553
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	297	4.2%
0.2	132	1.9%
0.1666666667	103	1.5%
0.25	103	1.5%
0.1428571429	100	1.4%
0.125	86	1.2%
0.1111111111	76	1.1%
0.1538461538	73	1.0%
0.1	71	1.0%
0.1818181818	58	0.8%
Other values (391)	5901	84.3%

Value	Count	Frequency (%)
0	78	3.9%
0.2	38	1.9%
0.1666666667	37	1.8%
0.1538461538	29	1.5%
0.1428571429	28	1.4%
0.25	26	1.3%
0.125	25	1.2%
0.1333333333	21	1.1%
0.1111111111	21	1.1%
0.05263157895	21	1.1%
Other values (313)	1676	83.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	297	4.2%
0.01086956522	1	< 0.1%
0.01234567901	1	< 0.1%
0.01298701299	1	< 0.1%
0.01333333333	1	< 0.1%
0.01351351351	1	< 0.1%
0.01369863014	1	< 0.1%
0.01388888889	2	< 0.1%
0.01408450704	2	< 0.1%
0.01428571429	4	0.1%

Value	Count	Frequency (%)
0	78	3.9%
0.01369863014	1	0.1%
0.01449275362	1	0.1%
0.01492537313	2	0.1%
0.01515151515	1	0.1%
0.01538461538	1	0.1%
0.01587301587	1	0.1%
0.01612903226	1	0.1%
0.01639344262	1	0.1%
0.01666666667	1	0.1%

Value	Count	Frequency (%)
0	78	1.1%
0.01369863014	1	< 0.1%
0.01449275362	1	< 0.1%
0.01492537313	2	< 0.1%
0.01515151515	1	< 0.1%
0.01538461538	1	< 0.1%
0.01587301587	1	< 0.1%
0.01612903226	1	< 0.1%
0.01639344262	1	< 0.1%
0.01666666667	1	< 0.1%

Value	Count	Frequency (%)
0	297	14.8%
0.01086956522	1	0.1%
0.01234567901	1	0.1%
0.01298701299	1	0.1%
0.01333333333	1	0.1%
0.01351351351	1	0.1%
0.01369863014	1	0.1%
0.01388888889	2	0.1%
0.01408450704	2	0.1%
0.01428571429	4	0.2%

credit_salary_ratio
Real number (ℝ)

	DF1	DF2
Distinct	7000	2000
Distinct (%)	100.0%	100.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	0.035302362	0.033129809

	DF1	DF2
Minimum	0.0021739552	0.0020310907
Maximum	61.226252	7.3750909
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	0.0021739552	0.0020310907
5-th percentile	0.0031627217	0.0031115148
Q1	0.0043713064	0.0042913139
median	0.0065048674	0.0063196517
Q3	0.012906215	0.012438387
95-th percentile	0.064354825	0.067699051
Maximum	61.226252	7.3750909
Range	61.224078	7.3730598
Interquartile range (IQR)	0.0085349084	0.0081470733

Descriptive statistics

	DF1	DF2
Standard deviation	0.75600988	0.24115527
Coefficient of variation (CV)	21.415277	7.2791024
Kurtosis	6137.6679	540.66324
Mean	0.035302362	0.033129809
Median Absolute Deviation (MAD)	0.0026969351	0.0026415822
Skewness	76.208869	20.909804
Sum	247.11654	66.259618
Variance	0.57155095	0.058155865
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.004710504734	1	< 0.1%
0.006715978698	1	< 0.1%
0.003781709441	1	< 0.1%
0.02621064541	1	< 0.1%
0.006429530041	1	< 0.1%
0.01488623024	1	< 0.1%
0.006461131027	1	< 0.1%
0.01866311368	1	< 0.1%
0.004707167195	1	< 0.1%
0.00537855284	1	< 0.1%
Other values (6990)	6990	99.9%

Value	Count	Frequency (%)
0.006204718153	1	0.1%
0.02454826486	1	0.1%
0.003086770843	1	0.1%
0.00313711762	1	0.1%
0.01030579051	1	0.1%
0.008773429135	1	0.1%
0.003636032708	1	0.1%
0.003849072596	1	0.1%
0.00868523828	1	0.1%
0.00939933701	1	0.1%
Other values (1990)	1990	99.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.002173955152	1	< 0.1%
0.002207422047	1	< 0.1%
0.002207951468	1	< 0.1%
0.002263401272	1	< 0.1%
0.002281603985	1	< 0.1%
0.002283498674	1	< 0.1%
0.002283542134	1	< 0.1%
0.002302221874	1	< 0.1%
0.002323792681	1	< 0.1%
0.002330801574	1	< 0.1%

Value	Count	Frequency (%)
0.002031090659	1	0.1%
0.002069310829	1	0.1%
0.002529939561	1	0.1%
0.002531914066	1	0.1%
0.0025390081	1	0.1%
0.002554601072	1	0.1%
0.002564842953	1	0.1%
0.002583251906	1	0.1%
0.002584503939	1	0.1%
0.002591523612	1	0.1%

Value	Count	Frequency (%)
0.002031090659	1	< 0.1%
0.002069310829	1	< 0.1%
0.002529939561	1	< 0.1%
0.002531914066	1	< 0.1%
0.0025390081	1	< 0.1%
0.002554601072	1	< 0.1%
0.002564842953	1	< 0.1%
0.002583251906	1	< 0.1%
0.002584503939	1	< 0.1%
0.002591523612	1	< 0.1%

Value	Count	Frequency (%)
0.002173955152	1	0.1%
0.002207422047	1	0.1%
0.002207951468	1	0.1%
0.002263401272	1	0.1%
0.002281603985	1	0.1%
0.002283498674	1	0.1%
0.002283542134	1	0.1%
0.002302221874	1	0.1%
0.002323792681	1	0.1%
0.002330801574	1	0.1%

balance_indicator
Categorical

	DF1	DF2
Distinct	2	2
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

low	6322
high	678

low	1800
high	200

Length

	DF1	DF2
Max length	4	4
Median length	3	3
Mean length	3.0968571	3.1
Min length	3	3

Characters and Unicode

	DF1	DF2
Total characters	21678	6200
Distinct characters	6	6
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	DF1	DF2
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	DF1	DF2
1st row	low	low
2nd row	low	low
3rd row	low	low
4th row	low	low
5th row	high	low

Common Values

Value	Count	Frequency (%)
low	6322	90.3%
high	678	9.7%

Value	Count	Frequency (%)
low	1800	90.0%
high	200	10.0%

Length

Histogram of lengths of the category

Common Values (Plot)

DF1

DF2

Value	Count	Frequency (%)
low	6322	90.3%
high	678	9.7%

Value	Count	Frequency (%)
low	1800	90.0%
high	200	10.0%

Most occurring characters

Value	Count	Frequency (%)
l	6322	29.2%
o	6322	29.2%
w	6322	29.2%
h	1356	6.3%
i	678	3.1%
g	678	3.1%

Value	Count	Frequency (%)
l	1800	29.0%
o	1800	29.0%
w	1800	29.0%
h	400	6.5%
i	200	3.2%
g	200	3.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	21678	100.0%

Value	Count	Frequency (%)
(unknown)	6200	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
l	6322	29.2%
o	6322	29.2%
w	6322	29.2%
h	1356	6.3%
i	678	3.1%
g	678	3.1%

Value	Count	Frequency (%)
l	1800	29.0%
o	1800	29.0%
w	1800	29.0%
h	400	6.5%
i	200	3.2%
g	200	3.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	21678	100.0%

Value	Count	Frequency (%)
(unknown)	6200	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
l	6322	29.2%
o	6322	29.2%
w	6322	29.2%
h	1356	6.3%
i	678	3.1%
g	678	3.1%

Value	Count	Frequency (%)
l	1800	29.0%
o	1800	29.0%
w	1800	29.0%
h	400	6.5%
i	200	3.2%
g	200	3.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	21678	100.0%

Value	Count	Frequency (%)
(unknown)	6200	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
l	6322	29.2%
o	6322	29.2%
w	6322	29.2%
h	1356	6.3%
i	678	3.1%
g	678	3.1%

Value	Count	Frequency (%)
l	1800	29.0%
o	1800	29.0%
w	1800	29.0%
h	400	6.5%
i	200	3.2%
g	200	3.2%

life_stage
Categorical

	DF1	DF2
Distinct	4	4
Distinct (%)	0.1%	0.2%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	61.7 KiB	17.8 KiB

middle_age	3224
adulthood	2816
senior	901
adolescence	59

middle_age	935
adulthood	805
senior	241
adolescence	19

Length

	DF1	DF2
Max length	11	11
Median length	10	10
Mean length	9.0912857	9.125
Min length	6	6

Characters and Unicode

	DF1	DF2
Total characters	63639	18250
Distinct characters	16	16
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	DF1	DF2
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	DF1	DF2
1st row	senior	middle_age
2nd row	middle_age	adulthood
3rd row	adulthood	middle_age
4th row	adulthood	adulthood
5th row	adulthood	adulthood

Common Values

Value	Count	Frequency (%)
middle_age	3224	46.1%
adulthood	2816	40.2%
senior	901	12.9%
adolescence	59	0.8%

Value	Count	Frequency (%)
middle_age	935	46.8%
adulthood	805	40.2%
senior	241	12.0%
adolescence	19	0.9%

Length

Histogram of lengths of the category

Common Values (Plot)

DF1

DF2

Value	Count	Frequency (%)
middle_age	3224	46.1%
adulthood	2816	40.2%
senior	901	12.9%
adolescence	59	0.8%

Value	Count	Frequency (%)
middle_age	935	46.8%
adulthood	805	40.2%
senior	241	12.0%
adolescence	19	0.9%

Most occurring characters

Value	Count	Frequency (%)
d	12139	19.1%
e	7526	11.8%
o	6592	10.4%
l	6099	9.6%
a	6099	9.6%
i	4125	6.5%
m	3224	5.1%
_	3224	5.1%
g	3224	5.1%
u	2816	4.4%
Other values (6)	8571	13.5%

Value	Count	Frequency (%)
d	3499	19.2%
e	2168	11.9%
o	1870	10.2%
l	1759	9.6%
a	1759	9.6%
i	1176	6.4%
m	935	5.1%
_	935	5.1%
g	935	5.1%
u	805	4.4%
Other values (6)	2409	13.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	63639	100.0%

Value	Count	Frequency (%)
(unknown)	18250	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
d	12139	19.1%
e	7526	11.8%
o	6592	10.4%
l	6099	9.6%
a	6099	9.6%
i	4125	6.5%
m	3224	5.1%
_	3224	5.1%
g	3224	5.1%
u	2816	4.4%
Other values (6)	8571	13.5%

Value	Count	Frequency (%)
d	3499	19.2%
e	2168	11.9%
o	1870	10.2%
l	1759	9.6%
a	1759	9.6%
i	1176	6.4%
m	935	5.1%
_	935	5.1%
g	935	5.1%
u	805	4.4%
Other values (6)	2409	13.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	63639	100.0%

Value	Count	Frequency (%)
(unknown)	18250	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
d	12139	19.1%
e	7526	11.8%
o	6592	10.4%
l	6099	9.6%
a	6099	9.6%
i	4125	6.5%
m	3224	5.1%
_	3224	5.1%
g	3224	5.1%
u	2816	4.4%
Other values (6)	8571	13.5%

Value	Count	Frequency (%)
d	3499	19.2%
e	2168	11.9%
o	1870	10.2%
l	1759	9.6%
a	1759	9.6%
i	1176	6.4%
m	935	5.1%
_	935	5.1%
g	935	5.1%
u	805	4.4%
Other values (6)	2409	13.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	63639	100.0%

Value	Count	Frequency (%)
(unknown)	18250	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
d	12139	19.1%
e	7526	11.8%
o	6592	10.4%
l	6099	9.6%
a	6099	9.6%
i	4125	6.5%
m	3224	5.1%
_	3224	5.1%
g	3224	5.1%
u	2816	4.4%
Other values (6)	8571	13.5%

Value	Count	Frequency (%)
d	3499	19.2%
e	2168	11.9%
o	1870	10.2%
l	1759	9.6%
a	1759	9.6%
i	1176	6.4%
m	935	5.1%
_	935	5.1%
g	935	5.1%
u	805	4.4%
Other values (6)	2409	13.2%

cs_category
Categorical

	DF1	DF2
Distinct	3	3
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	61.7 KiB	17.7 KiB

medium	4336
high	2203
low	461

medium	1249
high	623
low	128

Length

	DF1	DF2
Max length	6	6
Median length	6	6
Mean length	5.173	5.185
Min length	3	3

Characters and Unicode

	DF1	DF2
Total characters	36211	10370
Distinct characters	10	10
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	DF1	DF2
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	DF1	DF2
1st row	medium	medium
2nd row	medium	medium
3rd row	high	medium
4th row	medium	medium
5th row	medium	medium

Common Values

Value	Count	Frequency (%)
medium	4336	61.9%
high	2203	31.5%
low	461	6.6%

Value	Count	Frequency (%)
medium	1249	62.5%
high	623	31.1%
low	128	6.4%

Length

Histogram of lengths of the category

Common Values (Plot)

DF1

DF2

Value	Count	Frequency (%)
medium	4336	61.9%
high	2203	31.5%
low	461	6.6%

Value	Count	Frequency (%)
medium	1249	62.5%
high	623	31.1%
low	128	6.4%

Most occurring characters

Value	Count	Frequency (%)
m	8672	23.9%
i	6539	18.1%
h	4406	12.2%
e	4336	12.0%
d	4336	12.0%
u	4336	12.0%
g	2203	6.1%
l	461	1.3%
o	461	1.3%
w	461	1.3%

Value	Count	Frequency (%)
m	2498	24.1%
i	1872	18.1%
e	1249	12.0%
d	1249	12.0%
u	1249	12.0%
h	1246	12.0%
g	623	6.0%
l	128	1.2%
o	128	1.2%
w	128	1.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	36211	100.0%

Value	Count	Frequency (%)
(unknown)	10370	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
m	8672	23.9%
i	6539	18.1%
h	4406	12.2%
e	4336	12.0%
d	4336	12.0%
u	4336	12.0%
g	2203	6.1%
l	461	1.3%
o	461	1.3%
w	461	1.3%

Value	Count	Frequency (%)
m	2498	24.1%
i	1872	18.1%
e	1249	12.0%
d	1249	12.0%
u	1249	12.0%
h	1246	12.0%
g	623	6.0%
l	128	1.2%
o	128	1.2%
w	128	1.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	36211	100.0%

Value	Count	Frequency (%)
(unknown)	10370	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
m	8672	23.9%
i	6539	18.1%
h	4406	12.2%
e	4336	12.0%
d	4336	12.0%
u	4336	12.0%
g	2203	6.1%
l	461	1.3%
o	461	1.3%
w	461	1.3%

Value	Count	Frequency (%)
m	2498	24.1%
i	1872	18.1%
e	1249	12.0%
d	1249	12.0%
u	1249	12.0%
h	1246	12.0%
g	623	6.0%
l	128	1.2%
o	128	1.2%
w	128	1.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	36211	100.0%

Value	Count	Frequency (%)
(unknown)	10370	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
m	8672	23.9%
i	6539	18.1%
h	4406	12.2%
e	4336	12.0%
d	4336	12.0%
u	4336	12.0%
g	2203	6.1%
l	461	1.3%
o	461	1.3%
w	461	1.3%

Value	Count	Frequency (%)
m	2498	24.1%
i	1872	18.1%
e	1249	12.0%
d	1249	12.0%
u	1249	12.0%
h	1246	12.0%
g	623	6.0%
l	128	1.2%
o	128	1.2%
w	128	1.2%

tenure_group
Categorical

	DF1	DF2
Distinct	3	3
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	61.7 KiB	17.7 KiB

long_standing	2499
new	2452
intermediate	2049

new	688
long_standing	687
intermediate	625

Length

	DF1	DF2
Max length	13	13
Median length	12	12
Mean length	9.2044286	9.2475
Min length	3	3

Characters and Unicode

	DF1	DF2
Total characters	64431	18495
Distinct characters	14	14
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	DF1	DF2
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	DF1	DF2
1st row	new	long_standing
2nd row	long_standing	intermediate
3rd row	long_standing	intermediate
4th row	long_standing	intermediate
5th row	long_standing	new

Common Values

Value	Count	Frequency (%)
long_standing	2499	35.7%
new	2452	35.0%
intermediate	2049	29.3%

Value	Count	Frequency (%)
new	688	34.4%
long_standing	687	34.4%
intermediate	625	31.2%

Length

Histogram of lengths of the category

Common Values (Plot)

DF1

DF2

Value	Count	Frequency (%)
long_standing	2499	35.7%
new	2452	35.0%
intermediate	2049	29.3%

Value	Count	Frequency (%)
new	688	34.4%
long_standing	687	34.4%
intermediate	625	31.2%

Most occurring characters

Value	Count	Frequency (%)
n	11998	18.6%
e	8599	13.3%
t	6597	10.2%
i	6597	10.2%
g	4998	7.8%
a	4548	7.1%
d	4548	7.1%
l	2499	3.9%
o	2499	3.9%
_	2499	3.9%
Other values (4)	9049	14.0%

Value	Count	Frequency (%)
n	3374	18.2%
e	2563	13.9%
t	1937	10.5%
i	1937	10.5%
g	1374	7.4%
a	1312	7.1%
d	1312	7.1%
w	688	3.7%
l	687	3.7%
o	687	3.7%
Other values (4)	2624	14.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	64431	100.0%

Value	Count	Frequency (%)
(unknown)	18495	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
n	11998	18.6%
e	8599	13.3%
t	6597	10.2%
i	6597	10.2%
g	4998	7.8%
a	4548	7.1%
d	4548	7.1%
l	2499	3.9%
o	2499	3.9%
_	2499	3.9%
Other values (4)	9049	14.0%

Value	Count	Frequency (%)
n	3374	18.2%
e	2563	13.9%
t	1937	10.5%
i	1937	10.5%
g	1374	7.4%
a	1312	7.1%
d	1312	7.1%
w	688	3.7%
l	687	3.7%
o	687	3.7%
Other values (4)	2624	14.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	64431	100.0%

Value	Count	Frequency (%)
(unknown)	18495	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
n	11998	18.6%
e	8599	13.3%
t	6597	10.2%
i	6597	10.2%
g	4998	7.8%
a	4548	7.1%
d	4548	7.1%
l	2499	3.9%
o	2499	3.9%
_	2499	3.9%
Other values (4)	9049	14.0%

Value	Count	Frequency (%)
n	3374	18.2%
e	2563	13.9%
t	1937	10.5%
i	1937	10.5%
g	1374	7.4%
a	1312	7.1%
d	1312	7.1%
w	688	3.7%
l	687	3.7%
o	687	3.7%
Other values (4)	2624	14.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	64431	100.0%

Value	Count	Frequency (%)
(unknown)	18495	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
n	11998	18.6%
e	8599	13.3%
t	6597	10.2%
i	6597	10.2%
g	4998	7.8%
a	4548	7.1%
d	4548	7.1%
l	2499	3.9%
o	2499	3.9%
_	2499	3.9%
Other values (4)	9049	14.0%

Value	Count	Frequency (%)
n	3374	18.2%
e	2563	13.9%
t	1937	10.5%
i	1937	10.5%
g	1374	7.4%
a	1312	7.1%
d	1312	7.1%
w	688	3.7%
l	687	3.7%
o	687	3.7%
Other values (4)	2624	14.2%

credit_score_gender
Categorical

	DF1	DF2
Distinct	2	2
Distinct (%)	< 0.1%	0.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

650.1	3850
652.6323809523809	3150

652.5271028037383	1070
646.305376344086	930

Length

	DF1	DF2
Max length	17	17
Median length	5	17
Mean length	10.4	16.535
Min length	5	16

Characters and Unicode

	DF1	DF2
Total characters	72800	33070
Distinct characters	9	10
Distinct categories	1	1 ?
Distinct scripts	1	1 ?
Distinct blocks	1	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

	DF1	DF2
Unique	0	0 ?
Unique (%)	0.0%	0.0%

Sample

	DF1	DF2
1st row	652.6323809523809	652.5271028037383
2nd row	650.1	652.5271028037383
3rd row	652.6323809523809	646.305376344086
4th row	650.1	652.5271028037383
5th row	652.6323809523809	646.305376344086

Common Values

Value	Count	Frequency (%)
650.1	3850	55.0%
652.6323809523809	3150	45.0%

Value	Count	Frequency (%)
652.5271028037383	1070	53.5%
646.305376344086	930	46.5%

Length

Histogram of lengths of the category

Common Values (Plot)

DF1

DF2

Value	Count	Frequency (%)
650.1	3850	55.0%
652.6323809523809	3150	45.0%

Value	Count	Frequency (%)
652.5271028037383	1070	53.5%
646.305376344086	930	46.5%

Most occurring characters

Value	Count	Frequency (%)
6	10150	13.9%
5	10150	13.9%
0	10150	13.9%
2	9450	13.0%
3	9450	13.0%
.	7000	9.6%
8	6300	8.7%
9	6300	8.7%
1	3850	5.3%

Value	Count	Frequency (%)
3	6000	18.1%
6	4790	14.5%
0	4000	12.1%
2	3210	9.7%
5	3070	9.3%
7	3070	9.3%
8	3070	9.3%
4	2790	8.4%
.	2000	6.0%
1	1070	3.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	72800	100.0%

Value	Count	Frequency (%)
(unknown)	33070	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
6	10150	13.9%
5	10150	13.9%
0	10150	13.9%
2	9450	13.0%
3	9450	13.0%
.	7000	9.6%
8	6300	8.7%
9	6300	8.7%
1	3850	5.3%

Value	Count	Frequency (%)
3	6000	18.1%
6	4790	14.5%
0	4000	12.1%
2	3210	9.7%
5	3070	9.3%
7	3070	9.3%
8	3070	9.3%
4	2790	8.4%
.	2000	6.0%
1	1070	3.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	72800	100.0%

Value	Count	Frequency (%)
(unknown)	33070	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
6	10150	13.9%
5	10150	13.9%
0	10150	13.9%
2	9450	13.0%
3	9450	13.0%
.	7000	9.6%
8	6300	8.7%
9	6300	8.7%
1	3850	5.3%

Value	Count	Frequency (%)
3	6000	18.1%
6	4790	14.5%
0	4000	12.1%
2	3210	9.7%
5	3070	9.3%
7	3070	9.3%
8	3070	9.3%
4	2790	8.4%
.	2000	6.0%
1	1070	3.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	72800	100.0%

Value	Count	Frequency (%)
(unknown)	33070	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
6	10150	13.9%
5	10150	13.9%
0	10150	13.9%
2	9450	13.0%
3	9450	13.0%
.	7000	9.6%
8	6300	8.7%
9	6300	8.7%
1	3850	5.3%

Value	Count	Frequency (%)
3	6000	18.1%
6	4790	14.5%
0	4000	12.1%
2	3210	9.7%
5	3070	9.3%
7	3070	9.3%
8	3070	9.3%
4	2790	8.4%
.	2000	6.0%
1	1070	3.2%

balance_age
Real number (ℝ)

	DF1	DF2
Distinct	67	62
Distinct (%)	1.0%	3.1%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	76766.164	76904.616

	DF1	DF2
Minimum	0	0
Maximum	123794.77	141020.62
Zeros	5	1
Zeros (%)	0.1%	< 0.1%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	0	0
5-th percentile	69000.616	60838.194
Q1	73370.242	74373.372
median	76651.244	76814.925
Q3	80281.221	82075.146
95-th percentile	86132.506	90635.463
Maximum	123794.77	141020.62
Range	123794.77	141020.62
Interquartile range (IQR)	6910.9786	7701.7739

Descriptive statistics

	DF1	DF2
Standard deviation	6622.1074	11185.557
Coefficient of variation (CV)	0.086263362	0.14544715
Kurtosis	16.802999	6.11845
Mean	76766.164	76904.616
Median Absolute Deviation (MAD)	3629.9762	3879.5333
Skewness	-0.89094316	-0.43608796
Sum	5.3736315 × 10⁸	1.5380923 × 10⁸
Variance	43852306	1.2511668 × 10⁸
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
80281.22056	342	4.9%
74039.61268	340	4.9%
82639.83869	337	4.8%
75116.59748	321	4.6%
69000.61583	319	4.6%
69137.2785	314	4.5%
76651.24439	305	4.4%
73823.82703	300	4.3%
77056.26076	289	4.1%
77118.50422	277	4.0%
Other values (57)	3856	55.1%

Value	Count	Frequency (%)
83660.8401	102	5.1%
78806.42747	99	5.0%
80080.02258	93	4.7%
75995.65717	92	4.6%
74783.13791	91	4.5%
74842.03568	88	4.4%
68951.741	80	4.0%
82075.14632	76	3.8%
80612.25473	74	3.7%
76814.92548	73	3.6%
Other values (52)	1132	56.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	5	0.1%
30507.2875	4	0.1%
42461.39833	6	0.1%
51953.56833	6	0.1%
52355.81154	13	0.2%
55732.22789	19	0.3%
62007.52765	17	0.2%
65501.9572	25	0.4%
65782.50688	16	0.2%
68935.45569	58	0.8%

Value	Count	Frequency (%)
0	1	0.1%
17616.826	5	0.2%
26975.34	3	0.1%
41099.196	20	1.0%
41686.17571	7	0.4%
48096.68375	8	0.4%
52569.84182	11	0.5%
58662.77	2	0.1%
59296.26429	7	0.4%
60603.48	2	0.1%

Value	Count	Frequency (%)
0	1	< 0.1%
17616.826	5	0.1%
26975.34	3	< 0.1%
41099.196	20	0.3%
41686.17571	7	0.1%
48096.68375	8	0.1%
52569.84182	11	0.2%
58662.77	2	< 0.1%
59296.26429	7	0.1%
60603.48	2	< 0.1%

Value	Count	Frequency (%)
0	5	0.2%
30507.2875	4	0.2%
42461.39833	6	0.3%
51953.56833	6	0.3%
52355.81154	13	0.7%
55732.22789	19	0.9%
62007.52765	17	0.9%
65501.9572	25	1.2%
65782.50688	16	0.8%
68935.45569	58	2.9%

salary_rank_geography
Real number (ℝ)

	DF1	DF2
Distinct	3500	1021
Distinct (%)	50.0%	51.0%
Missing	0	0
Missing (%)	0.0%	0.0%
Infinite	0	0
Infinite (%)	0.0%	0.0%
Mean	1313.0036	381.0205

	DF1	DF2
Minimum	1	1
Maximum	3500	1021
Zeros	0	0
Zeros (%)	0.0%	0.0%
Negative	0	0
Negative (%)	0.0%	0.0%
Memory size	109.4 KiB	31.2 KiB

Quantile statistics

	DF1	DF2
Minimum	1	1
5-th percentile	117	34
Q1	584	167
median	1167	334
Q3	1753	521.25
95-th percentile	3150.05	921.05
Maximum	3500	1021
Range	3499	1020
Interquartile range (IQR)	1169	354.25

Descriptive statistics

	DF1	DF2
Standard deviation	910.7956	268.00749
Coefficient of variation (CV)	0.69367336	0.70339388
Kurtosis	-0.43261615	-0.4419552
Mean	1313.0036	381.0205
Median Absolute Deviation (MAD)	584	172
Skewness	0.66527758	0.68731449
Sum	9191025	762041
Variance	829548.63	71828.013
Monotonicity	Not monotonic	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1019	3	< 0.1%
511	3	< 0.1%
1374	3	< 0.1%
624	3	< 0.1%
1627	3	< 0.1%
1438	3	< 0.1%
960	3	< 0.1%
1622	3	< 0.1%
1276	3	< 0.1%
795	3	< 0.1%
Other values (3490)	6970	99.6%

Value	Count	Frequency (%)
246	3	0.1%
366	3	0.1%
180	3	0.1%
437	3	0.1%
177	3	0.1%
139	3	0.1%
455	3	0.1%
340	3	0.1%
262	3	0.1%
321	3	0.1%
Other values (1011)	1970	98.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	3	< 0.1%
2	3	< 0.1%
3	3	< 0.1%
4	3	< 0.1%
5	3	< 0.1%
6	3	< 0.1%
7	3	< 0.1%
8	3	< 0.1%
9	3	< 0.1%
10	3	< 0.1%

Value	Count	Frequency (%)
1	3	0.1%
2	3	0.1%
3	3	0.1%
4	3	0.1%
5	3	0.1%
6	3	0.1%
7	3	0.1%
8	3	0.1%
9	3	0.1%
10	3	0.1%

Value	Count	Frequency (%)
1	3	< 0.1%
2	3	< 0.1%
3	3	< 0.1%
4	3	< 0.1%
5	3	< 0.1%
6	3	< 0.1%
7	3	< 0.1%
8	3	< 0.1%
9	3	< 0.1%
10	3	< 0.1%

Value	Count	Frequency (%)
1	3	0.1%
2	3	0.1%
3	3	0.1%
4	3	0.1%
5	3	0.1%
6	3	0.1%
7	3	0.1%
8	3	0.1%
9	3	0.1%
10	3	0.1%

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A simple visualization of nullity by column.

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A simple visualization of nullity by column.

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Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

DF2

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

DF1

	credit_score	geography	gender	age	tenure	balance	num_of_products	has_cr_card	is_active_member	estimated_salary	age_squared	balance_sqrt	log_credit_score	credit_score_num_of_products	age_balance	engagement_score	customer_value_normalized	product_density	balance_salary_ratio	credit_score_age_ratio	tenure_age_ratio	credit_salary_ratio	balance_indicator	life_stage	cs_category	tenure_group	credit_score_gender	balance_age	salary_rank_geography
7759	549	Germany	Female	55	1	137592.31	2	0	1	116548.02	3025	370.934374	6.308098	1098	7567577.05	0.9	1.659941	1.453570e-05	1.180563	9.981818	0.018182	0.004711	low	senior	medium	new	652.632381	80894.001228	1019.0
7634	501	Germany	Male	38	9	88977.39	2	0	1	133403.07	1444	298.290781	6.216606	1002	3381140.82	0.9	1.540287	2.247762e-05	0.666982	13.184211	0.236842	0.003756	low	middle_age	medium	long_standing	650.100000	74039.612676	1172.0
1337	710	Germany	Female	30	10	133537.10	2	1	0	155593.74	900	365.427284	6.565265	1420	4006113.00	0.7	1.838166	1.497711e-05	0.858242	23.666667	0.333333	0.004563	low	adulthood	high	long_standing	652.632381	74335.997911	1342.0
7295	648	Germany	Male	31	7	125681.51	1	0	1	129980.93	961	354.515881	6.473891	648	3896126.81	0.7	1.427144	7.956620e-06	0.966923	20.903226	0.225806	0.004985	low	adulthood	medium	long_standing	650.100000	77056.260761	1140.0
2767	598	Germany	Female	27	10	171283.91	1	1	1	84136.12	729	413.864603	6.393591	598	4624665.57	1.0	1.389207	5.838260e-06	2.035795	22.148148	0.370370	0.007108	high	adulthood	medium	long_standing	652.632381	73370.241921	731.0
2393	850	Germany	Male	28	4	147972.19	1	1	0	60708.72	784	384.671535	6.745236	850	4143221.32	0.5	1.174276	6.758027e-06	2.437412	30.357143	0.142857	0.014001	low	adulthood	high	intermediate	650.100000	72902.542280	539.0
3843	783	Spain	Male	38	1	0.00	3	1	1	80178.54	1444	0.000000	6.663133	2349	0.00	1.4	1.150908	3.000000e+06	0.000000	20.605263	0.026316	0.009766	low	middle_age	high	new	650.100000	74039.612676	701.0
4921	526	Spain	Female	33	8	114634.63	2	1	0	110114.38	1089	338.577362	6.265301	1052	3782942.79	0.7	1.531468	1.744673e-05	1.041050	15.939394	0.242424	0.004777	low	adulthood	medium	long_standing	652.632381	76651.244393	981.0
8996	615	Spain	Male	32	5	138521.83	1	1	1	56897.10	1024	372.185209	6.421622	615	4432698.56	1.0	1.115574	7.219079e-06	2.434603	19.218750	0.156250	0.010809	low	adulthood	medium	intermediate	650.100000	77118.504224	502.0
8948	583	France	Male	48	3	91246.53	1	1	0	60017.46	2304	302.070406	6.368187	583	4379833.44	0.5	0.932864	1.095932e-05	1.520333	12.145833	0.062500	0.009714	low	middle_age	medium	new	650.100000	82889.244455	1015.0

DF2

	credit_score	geography	gender	age	tenure	balance	num_of_products	has_cr_card	is_active_member	estimated_salary	age_squared	balance_sqrt	log_credit_score	credit_score_num_of_products	age_balance	engagement_score	customer_value_normalized	product_density	balance_salary_ratio	credit_score_age_ratio	tenure_age_ratio	credit_salary_ratio	balance_indicator	life_stage	cs_category	tenure_group	credit_score_gender	balance_age	salary_rank_geography
5702	585	France	Male	36	7	0.00	2	1	0	94283.09	1296	0.000000	6.371612	1170	0.00	0.7	0.971582	2.000000e+06	0.000000	16.250000	0.194444	0.006205	low	middle_age	medium	long_standing	652.527103	83660.840098	476.0
3667	525	Germany	Male	33	4	131023.76	2	0	0	55072.93	1089	361.972043	6.263398	1050	4323784.08	0.4	1.297681	1.526441e-05	2.379096	15.909091	0.121212	0.009533	low	adulthood	medium	intermediate	652.527103	74783.137912	138.0
1617	557	Spain	Female	40	4	0.00	2	0	1	105433.53	1600	0.000000	6.322565	1114	0.00	0.9	1.027354	2.000000e+06	0.000000	13.925000	0.100000	0.005283	low	middle_age	medium	intermediate	646.305376	82075.146316	236.0
5673	639	Spain	Male	34	5	139393.19	2	0	0	33950.08	1156	373.353974	6.459904	1278	4739368.46	0.4	1.225387	1.434790e-05	4.105828	18.794118	0.147059	0.018822	low	adulthood	medium	intermediate	652.527103	74842.035682	70.0
4272	640	Spain	Female	34	3	77826.80	1	1	1	168544.85	1156	278.974551	6.461468	640	2646111.20	1.0	1.403216	1.284904e-05	0.461757	18.823529	0.088235	0.003797	low	adulthood	medium	new	646.305376	74842.035682	390.0
8270	559	Spain	Male	34	0	0.00	1	1	0	182988.94	1156	0.000000	6.326149	559	0.00	0.5	1.165269	1.000000e+06	0.000000	16.441176	0.000000	0.003055	low	adulthood	medium	new	652.527103	74842.035682	429.0
7079	595	Germany	Male	30	9	130682.11	2	1	1	57862.88	900	361.499806	6.388561	1190	3920463.30	1.2	1.310274	1.530431e-05	2.258479	19.833333	0.300000	0.010283	low	adulthood	medium	long_standing	652.527103	60838.194412	148.0
5295	706	Germany	Female	29	6	185544.36	1	1	0	171037.63	841	430.748604	6.559615	706	5380786.44	0.5	1.845012	5.389547e-06	1.084816	24.344828	0.206897	0.004128	high	adulthood	high	intermediate	646.305376	77276.269697	421.0
845	505	France	Male	49	7	80001.23	1	0	0	135180.11	2401	282.844887	6.224558	505	3920060.27	0.2	1.244999	1.249981e-05	0.591812	10.306122	0.142857	0.003736	low	middle_age	medium	long_standing	652.527103	90635.463125	693.0
5311	714	France	Female	40	0	0.00	2	1	0	62762.12	1600	0.000000	6.570883	1428	0.00	0.7	0.813922	2.000000e+06	0.000000	17.850000	0.000000	0.011376	low	middle_age	high	new	646.305376	82075.146316	322.0

DF1

	credit_score	geography	gender	age	tenure	balance	num_of_products	has_cr_card	is_active_member	estimated_salary	age_squared	balance_sqrt	log_credit_score	credit_score_num_of_products	age_balance	engagement_score	customer_value_normalized	product_density	balance_salary_ratio	credit_score_age_ratio	tenure_age_ratio	credit_salary_ratio	balance_indicator	life_stage	cs_category	tenure_group	credit_score_gender	balance_age	salary_rank_geography
1411	685	Germany	Female	30	4	84958.60	2	0	1	194343.72	900	291.476586	6.529419	1370	2548758.00	0.9	1.828144	2.354088e-05	0.437156	22.833333	0.133333	0.003525	low	adulthood	medium	intermediate	652.632381	74335.997911	1699.0
6804	692	France	Female	30	7	0.00	2	1	1	18826.34	900	0.000000	6.539586	1384	0.00	1.2	0.594135	2.000000e+06	0.000000	23.066667	0.233333	0.036757	low	adulthood	medium	long_standing	652.632381	74335.997911	313.0
8048	548	Spain	Male	33	6	0.00	1	1	1	31728.35	1089	0.000000	6.306275	548	0.00	1.0	0.408648	1.000000e+06	0.000000	16.606061	0.181818	0.017272	low	adulthood	medium	intermediate	650.100000	76651.244393	294.0
3615	415	France	Male	46	9	134950.19	3	0	0	178587.36	2116	367.355672	6.028279	1245	6207708.74	0.6	2.209066	2.223042e-05	0.755654	9.021739	0.195652	0.002324	low	middle_age	low	long_standing	650.100000	69628.132327	3140.0
7170	678	France	Male	36	0	107379.68	1	1	1	84460.18	1296	327.688389	6.519147	678	3865668.48	1.0	1.122758	9.312749e-06	1.271365	18.833333	0.000000	0.008027	low	middle_age	medium	new	650.100000	69000.615831	1480.0
3239	762	Spain	Female	19	6	0.00	2	1	0	55500.17	361	0.000000	6.635947	1524	0.00	0.7	0.777511	2.000000e+06	0.000000	40.105263	0.315789	0.013730	low	adolescence	high	intermediate	652.632381	62007.527647	492.0
7088	556	France	Female	54	4	150005.38	1	1	0	157015.50	2916	387.305280	6.320768	556	8100290.52	0.5	1.664357	6.666428e-06	0.955354	10.296296	0.074074	0.003541	high	senior	medium	intermediate	652.632381	81534.559403	2762.0
5787	729	Germany	Male	26	4	97268.10	2	1	0	39356.38	676	311.878342	6.591674	1458	2528970.60	0.7	1.104814	2.056173e-05	2.471470	28.038462	0.153846	0.018523	low	adulthood	high	intermediate	650.100000	78358.938043	337.0
3456	713	France	Male	33	6	94598.48	1	0	0	197519.66	1089	307.568659	6.569481	713	3121749.84	0.2	1.634462	1.057099e-05	0.478932	21.606061	0.181818	0.003610	low	adulthood	high	intermediate	650.100000	76651.244393	3460.0
1558	571	France	Female	35	1	104783.81	2	0	1	178512.52	1225	323.703275	6.347389	1142	3667433.35	0.9	1.832149	1.908692e-05	0.586983	16.314286	0.028571	0.003199	low	adulthood	medium	new	652.632381	82639.838694	3139.0

DF2

	credit_score	geography	gender	age	tenure	balance	num_of_products	has_cr_card	is_active_member	estimated_salary	age_squared	balance_sqrt	log_credit_score	credit_score_num_of_products	age_balance	engagement_score	customer_value_normalized	product_density	balance_salary_ratio	credit_score_age_ratio	tenure_age_ratio	credit_salary_ratio	balance_indicator	life_stage	cs_category	tenure_group	credit_score_gender	balance_age	salary_rank_geography
4608	850	Germany	Male	42	8	119839.69	1	0	1	51016.02	1764	346.178697	6.745236	850	5033266.98	0.7	0.982813	8.344481e-06	2.349060	20.238095	0.190476	0.016661	low	middle_age	high	long_standing	652.527103	74373.372424	127.0
3641	640	Spain	Male	62	3	0.00	1	1	1	101663.47	3844	0.000000	6.461468	640	0.00	1.0	0.758497	1.000000e+06	0.000000	10.322581	0.048387	0.006295	low	senior	medium	new	652.527103	66343.824615	222.0
966	563	France	Female	34	6	139810.34	1	1	1	152417.79	1156	373.912209	6.333280	563	4753551.56	1.0	1.569598	7.152547e-06	0.917284	16.558824	0.176471	0.003694	low	adulthood	medium	intermediate	646.305376	74842.035682	772.0
8538	731	Spain	Female	33	5	137388.01	2	1	0	165000.68	1089	370.658886	6.594413	1462	4533804.33	0.7	1.872881	1.455731e-05	0.832651	22.151515	0.151515	0.004430	low	adulthood	high	intermediate	646.305376	74783.137912	382.0
5670	497	France	Male	32	8	0.00	2	1	0	67364.42	1024	0.000000	6.208590	994	0.00	0.7	0.836941	2.000000e+06	0.000000	15.531250	0.250000	0.007378	low	adulthood	low	long_standing	652.527103	80080.022581	351.0
5768	674	France	Male	36	2	154525.70	1	0	1	27468.72	1296	393.097571	6.513230	674	5562925.20	0.7	1.003283	6.471415e-06	5.625515	18.722222	0.055556	0.024537	high	middle_age	medium	new	652.527103	83660.840098	131.0
833	634	Germany	Male	37	3	111432.77	2	1	1	167032.49	1369	333.815473	6.452049	1268	4123012.49	1.2	1.779594	1.794804e-05	0.667132	17.135135	0.081081	0.003796	low	middle_age	medium	new	652.527103	75995.657174	413.0
9719	516	Germany	Female	47	9	128298.74	1	0	0	149614.17	2209	358.188135	6.246107	516	6030040.78	0.2	1.509694	7.794309e-06	0.857531	10.978723	0.191489	0.003449	low	middle_age	medium	long_standing	646.305376	89368.100000	372.0
2776	689	France	Male	39	7	0.00	2	0	0	14917.09	1521	0.000000	6.535241	1378	0.00	0.4	0.574612	2.000000e+06	0.000000	17.666667	0.179487	0.046189	low	middle_age	medium	long_standing	652.527103	80612.254730	81.0
3776	750	France	Male	33	2	152302.72	1	1	0	71333.44	1089	390.259811	6.620073	750	5025989.76	0.5	1.213824	6.565871e-06	2.135082	22.727273	0.060606	0.010514	high	adulthood	high	new	652.527103	74783.137912	372.0

DF1

	credit_score	geography	gender	age	tenure	balance	num_of_products	has_cr_card	is_active_member	estimated_salary	age_squared	balance_sqrt	log_credit_score	credit_score_num_of_products	age_balance	engagement_score	customer_value_normalized	product_density	balance_salary_ratio	credit_score_age_ratio	tenure_age_ratio	credit_salary_ratio	balance_indicator	life_stage	cs_category	tenure_group	credit_score_gender	balance_age	salary_rank_geography	# duplicates
Dataset does not contain duplicate rows.

DF2

	credit_score	geography	gender	age	tenure	balance	num_of_products	has_cr_card	is_active_member	estimated_salary	age_squared	balance_sqrt	log_credit_score	credit_score_num_of_products	age_balance	engagement_score	customer_value_normalized	product_density	balance_salary_ratio	credit_score_age_ratio	tenure_age_ratio	credit_salary_ratio	balance_indicator	life_stage	cs_category	tenure_group	credit_score_gender	balance_age	salary_rank_geography	# duplicates
Dataset does not contain duplicate rows.

Overview

Variables

Common Values

Length

Common Values (Plot)

DF1

DF2

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

DF1

DF2

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

DF1

DF2

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

DF1

DF2

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

DF1

DF2

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)